{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 1. 统计 Mashup中的包含Web API个数、Web API被使用的次数和Web API提供商发布Web API的个数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#### 1.1 统计 Mashup中的包含Web API个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import csv\n",
    "import os\n",
    "import pandas as pd\n",
    "from scipy import stats\n",
    "import re\n",
    "#import matptlotlib.pyplot as plt\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from  scipy.stats import chi2_contingency\n",
    "import networkx as nx\n",
    "from tld import get_tld"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     mash名称  包含WebApi个数\n",
      "0      Mashup: We-Wired Web          37\n",
      "1        Mashup: DoAt (do@)          29\n",
      "2         Mashup: Pixelpipe          28\n",
      "3  Mashup: Sociotoco Search          24\n",
      "4         Mashup: Gawkk.com          23\n",
      "5  Mashup: vplan.com/search          22\n",
      "6    Mashup: ConnectorLocal          21\n",
      "7       Mashup: ShipStation          21\n",
      "8         Mashup: coderbits          21\n",
      "9              Mashup: G4ng          20\n"
     ]
    },
    {
     "data": {
      "image/png": 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TFcfuAICPjw9u376NzZs3Y926dbh16xamTp2qVLevry8ePHiA7du3o0+fPpg2bRru3Lnz2dc3S17XGQcHB42coqAwYvOiZVldfmBgIKpVq6Z0m4mJCdatW4effvoJX3/9Nby9vSGEwI0bNxT3CQkJQfPmzdG0aVP07NkThw4dQuvWrZVynJycsGHDBjRr1gy///47UlJS8ODBgzzXWKZMGaxZswbNmjXDqlWr4OTkhGXLlilq7Ny5c56zcvqiyqKrq5vtwM3MzEwMGDAAZcqUUfp18iEnJyekpaXh9u3bcHV1Vfwae/v2reLLfebMmejQoQNmzZqFhg0bYsWKFTA3N1faklWiRAls374dzZs3x/z581G/fv1sv6o+5c2bN7h16xYaN24MHR0dNGrUKNsBmmZmZti6dSuaN28OPz8/NGzYEEuWLMlTvrGxMZYuXYojR45g8+bNMDExUdyW9cH84dYRW1tbbNmyBf7+/li6dCkAoFSpUpg/fz5MTU2xcOFCHD9+HF9++SXi4uLwxRdfoH///hg2bBjOnTsHALh//z6qVKmSa026urrIzMxUWsZ14v9JvU4A77+MS5QokeNtaWlpSEhIUDrYWldXF8bGxkqPefDgAbp06YLz58+jY8eOePLkCf766y/s27cPkyZNQkpKCnr16qW0BczFxQVpaWlKz9e2bVuYmprC1NQUP/30EwCgSpUqqFatGiIjIzF37lzFfXNrXjIzMzF48GBUrFgR//vf/wBAsQ58vHVHR0dH0dhMnjwZ8+bNQ2BgIGrXrq10P319faX3ho6ODkaNGoUnT57g4MGDSg36h83Lx5/JmZmZWLp0KX7//Xd8/fXX6Nu3L+zs7JTOOxQSEoI6deqgTZs26Ny5M/bu3QsvL69sdR84cAAtW7bEwoULYWpqqjR443Pyus5kZGTkuEWsKNDXdgH/ddWqVcO9e/dgbm6O1q1bK3XfHh4eiIuLw+jRo3HhwgXcvXsXmZmZePfuneI+I0aMwPz583Hr1i3UqVMH7du3h4eHh9JzjBo1SvH/JUuWBIBsHzof+vjLqF69etDVfd/n6urqwtPTE48fP87xsR06dMi27MMv2fj4eKVfMp+TnJwMR0dHzJgxQ/EF/bGsL6Nr165h4MCBMDc3x759+wBA8Ss7MDAQb968ybbr48NNztWrV4e5ubnieu3atfP1C/jUqVPIzMxE//790b9/fwDvP3TfvXun2DLi7u4OU1NTxWNq1aqFPXv25Pk5mjZtmuf7Zqlevbri/x8/fozq1avD0NAQSUlJKFGiBKpVq4b09HSUKFECL168wPXr19GhQwekpqbi4sWLmDRpUq7ZWb/sPv6Q/xDXCWnXiQ+5u7tDV1dXMdrszJkz6NmzJ4yMjFCsWDGkp6cjIyMDL1++VGocWrZsiZiYGMWyM2fOoFmzZkhOTsbFixeVdg2GhobC3d0d3377LYoVK6b0/Pv378dXX30FAFi0aBEuXboE4P2X9bhx4zBy5EjMmDEDdnZ2SE5OzrF5mTdvHq5du4arV68q8m1tbQEAT58+RalSpRT3ff36tWKUm4mJCSZPnpyv18vMzAyNGjVSWlatWjW8ePECx44dy7bLqGzZsoiPj8ePP/6I8+fPw9/fH+np6UqfycOHD8eoUaPw7Nkz1KtXD61atUKTJk2Ucnx8fBRNhZ6eHqysrD77mZz1GQzkfZ3JactoUcEtL1pWuXJlpKSk4OTJk9m+AJYuXYrmzZsjIyMD3377LR4/fpxtmKefnx+uXr2KZs2a4erVq6hdu3a2DrxMmTL5qilreGOWrA/CLB+/kT60atUqPHr0SOly6dIlbNmyBYsWLcL58+dzHap66dIlpV92Ojo6MDY2xh9//AE7OzvFsj/++EPpcUZGRrCxscH58+cVuwguXrwIQ0ND2NnZKe43YsQI+Pv7K10+3O//8b9JT08vx+HBuTlx4gQqVKigyD548CBSUlIUWzGA/L2WUqhatSoyMjKwY8cOlC5dGm/fvkVCQgJ69eqFLl26oFixYqhXrx4sLS3x448/4s6dO9k+eD/k6emp9O/LCdeJglsnAgMD8erVKwQHBwN435QMGTIEU6dOxatXr/Dzzz+jffv2OTYNBgYG2L17N1q0aIFWrVqhdevWWLduHZYuXao4M27WVpFq1arlOGzb3NwcNjY2sLGxUTRnWXr27Al9fX1FE/lhA5fl9OnT+OGHH7Bw4UKlptvCwgJOTk64cOGCYpkQArdu3VJqZjTBysoKpUqVwoEDB7J9Jv/111+oVasWIiMjMWLECAQGBqJBgwZK9/Hx8cG9e/fQvXt3xfDziRMnKt2nID6THzx4AH19faX1vShh86JlxYsXR9myZQEg2xtl7dq16N27N5YvX45evXrByMhI6bTPT58+xbhx41C1alX4+vri6NGj6NOnD9asWaOU86nNhvr6+kq/Gq5fv644J0aWCxcuKD6wMzMzcePGjWzn9Mji4OCAsmXLKl2qVauG+fPnY+bMmejSpQuGDh2KQ4cOITExUemxWb+yAgICcj0niJWVVY7nBMn68svaRQAAjo6Oil/VVatWRWRkJDw8PBSXv/76C4cOHVJkBAYGKk6RDwA3btxQ/G3y4sSJE2jSpIkiv3379ihZsqTSboLbt28rDoYFgKtXr+b6WkpFCIHp06fDysoKGzZswNGjR7Fjxw7FMRA6OjoYO3Ys5s2bh06dOn3yy6F79+7Yvn070tPTc70P14mCWyfq1asHFxcXpS0G3t7eWLduHRITE7FmzRoMHz48x8fq6uri1KlTcHJyQlBQEH799Ve4urriypUr6NWrF969e4fBgwfjwYMH2LJlS753RxgbG+P8+fOK509ISICZmZni9qCgIHTv3h09evTAyJEjsz2+e/fuWL58OeLi4gAAO3bsQHR0NJo3b56vOvIi67P448/k9evX46uvvsKmTZvg5eUFZ2dnpeN43r17h3HjxsHc3ByjR4/Gnj178O2336r1mfz06dNs02HkZZ3ZvHkzunfvnut5feSOu40KgWrVquH169fZNu/Z2Njg8uXLOHXqFKKiovDTTz8hPj5e8UVhYWGBjRs3IjU1VXHg7sWLF1GjRo08P3f16tWxdetWDBgwAE+fPsXAgQOznYDq6dOnGDx4MLy8vLB582Y8e/ZMaVfUh3L7VXrhwgWYmJhAR0cHqamp6Nu3L1q2bImdO3cq7pP1RWVmZpbtwLwsOjo6Of4qdXZ2xp07d+Do6AhdXV1YWloq/Zr/8ccf0aJFC3z33Xdo1aoVLl26hFmzZmHXrl2K+8TFxaFv374YM2YMzpw5g3Pnzil+JX7O48ePERoamu1XWIMGDZS+qJKTk9GrVy9MnDgRx48fx6VLl3D48OE8PYem6Ojo4PDhwzhx4gT27t2L/fv3w8jICNu2bcPYsWNhaWmp+GWXkZGB9PT0XHfPeHp6okKFCvjtt99y3b3EdaLg1om9e/ciPT0dDx48wKBBg9CzZ0/8/fffaNWqFerWrQtbW9tsu0k+9PEWLGdnZ5w5cwZ16tSBo6MjLCwscO7cObi4uOT4+KioKMWPn5iYmGy3f/jZ9PbtW0XzkpaWhu7du6NYsWIYPny40nF9FSpUgKmpKb799lts27YNtWrVQu3atbFz50507NgRnp6eeXx18q5atWo4fvw4qlWrhmPHjimW29jY4MKFCzh8+DCSk5Mxf/58xUHSwPstfocOHcKzZ8/g4+OD9PR0HDlyRNE850X16tWxf/9++Pr6Ii0tDT179lTadQl8fp0JCwvDypUrlV7HoobNSyGQ1bx8bMmSJRg6dCjat28PW1tbjB49Gjt27MCFCxcUw+QOHTqEqVOnokOHDtDR0UGTJk0UB9Pmxfz589G/f3/Y29vD0dERc+bMyXZAYv/+/ZGQkID27dujVKlS2LZtm9JQ1yy2trZYunQpihcvDjMzMxgbGyuO8k9NTUVqairi4+OxcuVKxMbGom/fvkqPz/o1EhcXl+MHH5B9c2kWZ2dnODk5Kb7EXF1dlb6omjVrhu3bt2PWrFlYuHAhXF1dsXbtWnTt2lVxn+bNm8PKygodO3aEvb09/vjjjzwfeJr1ZfT1118rLW/YsCH27t2LyMhIxXO4urqic+fOMDMzw++//442bdrk6Tk+Jes4pbzucrC3t4eLiwsePHiAHj16oG/fvli2bBl69OiBmTNnYsOGDVi5ciUmTZqEHj16YNOmTTA2Ns4xa8mSJfjqq6/w9ddfo27dukq3cZ2Qfp3YunUrpk+fDnt7e/zwww+oWrUqHB0dAbxvRlJSUpCeng4rKyu8evUK48ePR+/evfHll1/m2pQKIXD//n2cPHkS69evR0xMDHx8fPDzzz/nuh5kZmaid+/eSss+btyyvHnzBtHR0Yov5bt37+L+/fsAkK25OnPmDBo3bgxbW1vcuHEDU6ZMwZ07dzB+/HhMnz49T69RZmZmtmP5PqVatWpwcXFROjYLAH766Sc8e/YM33zzDczMzDBgwAA4ODgo7c46cOAAfH198c033yA1NRV16tTJ1wHYU6dOxb179+Dm5oaSJUtiypQpimOHsnxqnUlKSkKfPn0wadIkrZxNusAU1AllSJ4aNWokRo4cmaf7/vXXX6JOnTrCxcVFODg4CGtra2FiYiJMTEyEtbW1cHBwEC4uLqJ69erC19c320nPbt++nad5cNauXSvFP1Vympwr52N79+4VAERycvIn75ecnCz8/PyEp6enKFWqlNJruXPnTuHi4iIqVqwoAgIChBBCnD17VlhYWAg3NzcRHR2da+6hQ4dE+fLls82rxHXi0zSxTiQmJoqXL18qLXv69KkAIG7fvi08PT3FwoULRUZGhkhOThZ//PGHaNKkiQgKClLc/+rVq2LUqFGif//+4quvvhLW1taKeX5++umnXM9imyUtLS3Hk9TVqVNHcT3r5IEjRowQFSpUEJaWlp+dm0hTzMzMxIoVKwrkuaT2uXVm+vTponfv3jmeVLIo4ZYX0piOHTuiY8eOKj8+OTkZwPuhhrltlv7yyy+VzhFC72UdUJmamvrJeYIMDQ1hYmKCkSNHonfv3koHbpYvXx7Dhw/HuHHjFBmNGjVCQEAArl27phjxkZO2bduibt262fblc52QnpGRUbYDX7/44gvFFqnr168rjnswNDTE8OHDsx334u7ujjt37sDa2hr169fHqFGjUL9+/Tz/chdCYOzYsShdurRiWevWrZVObKenp4eIiAhcvHgRDRo0wJQpU3IdIq9pKSkp2U7eWVRNnjwZenp6RfZYlyw6QuSyzZWIiIioEOJoIyIiIpIVNi9EREQkK2xeiIiISFbYvBAREZGsFLnRRpmZmXj+/DlMTU2L/NHWRERERYUQAvHx8ShVqtRnz1dV5JqX58+fK07QRERERPISERGhNOw+J0WuecmaaTMiIkJp3gwiIiIqvOLi4uDo6Kg0Y3ZuilzzkrWryMzMjM0LERGRzOTlkA8esEtERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrOhruwC5cZlySCM5oXPbaSSHiIjov4ZbXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESyovXmJSYmBlevXsXbt2+1XQoRERHJgFabl127dsHFxQVDhgxB6dKlsWvXLgDAmDFjoKOjo7iULVtWm2USERFRIaK15iU2NhYjRozA+fPncefOHSxbtgy+vr4AgBs3buDQoUN4+/Yt3r59C39/f22VSURERIWMvraeOC4uDr/99hvc3d0BAF9++SVev36N9PR03Lt3Dw0bNoSJiYm2yiMiIqJCSmtbXhwdHdG3b18AQFpaGn799Vd06dIFd+7cQWZmJjw8PFCiRAm0bt0a4eHh2iqTiIiIChmtH7AbEBAAe3t7HD16FL///juCgoJQoUIFbNq0CYGBgdDX14e3t3euj09JSUFcXJzShYiIiIouHSGE0GYBQgjcunUL48ePh62tLXbv3q10e3h4OFxdXfH27VuYmZlle/yMGTMwc+bMbMtjY2NzvL+6XKYc0khO6Nx2GskhIiIqCuLi4mBubp6n72+tb3nR0dGBp6cnNmzYgL179yImJkbpdltbW2RmZiIyMjLHx0+dOhWxsbGKS0RERAFUTURERNqitebl3LlzitFFAGBgYAAdHR3MnDkTW7duVSy/fPkydHV14ejomGOOoaEhzMzMlC5ERERUdGlttFH58uWxatUqlCtXDm3atMH333+Pli1bwtPTE99//z3s7OyQkZGB0aNHw8vLC0ZGRtoqlYiIiAoRrTUvDg4O2L17N8aNG4dJkyahVatW2LhxI0qWLIl79+6hW7du0NPTQ79+/TBnzhxtlUlERESFjNYP2NW0/BzwowoesEtERKR5sjpgl4iIiCg/2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESyovXmJSYmBlevXsXbt2+1XQoRERHJgFabl127dsHFxQVDhgxB6dKlsWvXLgDA3bt3UatWLVhaWsLX1xdCCG2WSURERIWI1pqX2NhYjBgxAufPn8edO3ewbNky+Pr6IiUlBR06dICnpydu3LiBoKAgrF+/XltlEhERUSGjteYlLi4Ov/32G9zd3QEAX375JV6/fo0jR44gNjYWixYtQpkyZTBnzhysXbtWW2USERFRIaO15sXR0RF9+/YFAKSlpeHXX39Fly5dEBAQgLp168LIyAgA4O7ujqCgIG2VSURERIWM1g/YDQgIgL29PY4ePYrff/8dcXFxcHV1Vdyuo6MDPT29XA/oTUlJQVxcnNKFiIiIii6tNy/u7u44fvw4ypUrhyFDhkBfXx+GhoZK9ylevDjevXuX4+P9/Pxgbm6uuDg6OhZE2URERKQlWm9edHR04OnpiQ0bNmDv3r2wsrLCy5cvle4THx8PAwODHB8/depUxMbGKi4REREFUTYRERFpidaal3PnzsHX11dx3cDAADo6OqhUqRIuX76sWB4SEoKUlBRYWVnlmGNoaAgzMzOlCxERERVdWmteypcvj1WrVmHVqlWIiIjAtGnT0LJlS7Rt2xZxcXFYt24dAGDOnDlo3rw59PT0tFUqERERFSJaa14cHBywe/duLF68GFWqVMG7d++wceNG6OvrY82aNRg1ahRsbGzw119/Yd68edoqk4iIiAoZfW0+eYsWLXDv3r1syzt27Ijg4GDcvHkTdevWhbW1tRaqIyIiosJIq83Lp9jb26Ndu3baLoOIiIgKGa2PNiIiIiLKDzYvREREJCuFdrfRf9IMcw3lxGomh4iIqBDilhciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFZ5h9z+g2oZqGsu6M+COxrKIiIhUwS0vREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZEWrzctff/0FNzc36Ovrw8PDA/fv3wcAjBkzBjo6OopL2bJltVkmERERFSJaa16Cg4MxaNAgzJ07F8+ePUP58uUxZMgQAMCNGzdw6NAhvH37Fm/fvoW/v7+2yiQiIqJCRl9bT3z//n3MnTsXPXr0AAD4+PigXbt2SE9Px71799CwYUOYmJhoqzwiIiIqpLS25aV9+/bw9vZWXH/w4AHKlSuHO3fuIDMzEx4eHihRogRat26N8PBwbZVJREREhUyhOGA3NTUVCxcuxPDhwxEUFIQKFSpg06ZNCAwMhL6+vlKT87GUlBTExcUpXYiIiKjo0tpuow9Nnz4dxsbGGDJkCIoVK4a+ffsqblu+fDlcXV0RFxcHMzOzbI/18/PDzJkzC7JcIiIi0iKtb3k5ffo0li1bhq1bt6JYsWLZbre1tUVmZiYiIyNzfPzUqVMRGxuruEREREhdMhEREWmRVpuXkJAQ9O7dG8uWLUPlypUBAL6+vti6daviPpcvX4auri4cHR1zzDA0NISZmZnShYiIiIoure02SkpKQvv27dGpUyd06dIFCQkJAAB3d3d8//33sLOzQ0ZGBkaPHg0vLy8YGRlpq1QiIiIqRLTWvBw/fhxBQUEICgrC6tWrFctDQkLQs2dPdOvWDXp6eujXrx/mzJmjrTKJiIiokNFa89KpUycIIXK8zc/PD35+fgVcEREREcmB1g/YJSIiIsoPNi9EREQkK2xeiIiISFbYvBAREZGsFIoz7JJ83a9YSSM5lf69r5EcIiIq+rjlhYiIiGSFzQsRERHJCpsXIiIikhU2L0RERCQrbF6IiIhIVti8EBERkayweSEiIiJZYfNCREREssKT1FGhtWz4aY3kjFzRVCM5RERUOHDLCxEREclKvpuXtLQ0/Pzzz5+8z+7du/HmzRuViyIiIiLKTb53G+np6WHevHl48eIFSpUqhfLly6N+/fqwt7cHADx48ABDhw7Ftm3b0Lp1a40XTERERP9t+d7yoqurixIlSqBy5cp49+4d9u7di3r16uHLL7/EkiVL0Lx5c3z77bdsXIiIiEgSed7ycuzYMZQpUwZly5aFiYkJhg8frrjtxYsX6NOnD8aOHYsmTZpgypQpkhRLRERElOctLytXroSnpyecnZ0RExODP//8E9999x0aN26MOnXqoHbt2ggJCYGBgQHmz58vZc1ERET0H5bnLS979+5FZmYmzp49i127dsHPzw+hoaGYPHkyzp49q7jf1q1b4e7ujg4dOqBSpUpS1ExERET/YXne8jJ79mzMmTMHjx49QkpKCvz9/dGnTx8YGBhg1KhRuHbtGoQQ6N+/PyZOnIhLly5JWTcRERH9R+V5y8ugQYOwZs0a3L9/HwYGBvjmm2/QokULTJgwAebm5rh06RKEEHBzc8O4ceMkLJmIiIj+y/LcvCxYsAAGBgZ4/vw5goODUaVKFbx69QqJiYmwtrbGrVu30K1bNwQEBODVq1ewsbGRsm4itSzs2V4jORN3/K2RHCIiyrs87zaytLSEhYUFTExM4O/vj7dv38La2hoeHh6Ij4/HkydP8PTpU4wdO5ZbXoiIiEgyeW5eRo0ahevXr6NChQpo1qwZgoODUb9+fZw6dQrJyclo27YtDA0NMXr0aDx48AAPHjyQsm4iIiL6j8pz87JmzRrUr18fbm5uKF26NHbt2oX+/fvD2NgYZmZmuHv3LpYuXQoA6N+/P/bt2ydZ0URERPTfledjXnx9fQEAb9++Ra1ateDi4oKVK1fCwsICCxcuhL6+Ptzd3QEAffv2hYWFhSQFExER0X9bvuc2srS0hKWlJdLT09GsWTMAQK9evZTuY21trZnqiIiIiD6S77mNsnTv3h2///67JmshIiIi+iyVmpfHjx/j77//5hYWIiIiKnAqNS8jRoxAnTp10LdvX03XQ0RERPRJ+T7mZf78+bh58yb8/f2lqIdI1p5O+UdjWaXnNlC6PmPGDI3k5pRz6nQZjWQ3axqskRwiok/JV/OyfPlyzJ07F8ePH4eTk5NUNRERERHlKk/Ny4kTJ7Br1y6cO3cOZ8+exbt373Dy5Eno6mbf65Seno60tDS0a9dO48USERER5al5WbRoEY4fP47du3fD3d0dXbp0wb///ovixYsr3U8IgdTUVDYvREREJJk8NS+HDh3CunXrMGjQIPj7+/PsuURERKQ1eRptpKuri//973+4fv069u7dCx8fH6nrIiIiIspRvoZKlytXDmfOnMGJEyfg5+en9pP/9ddfcHNzg76+Pjw8PHD//n0AwN27d1GrVi1YWlrC19cXQgi1n4uIiIiKhnyf56VkyZLYtm0bZsyYgatXr6r8xMHBwRg0aBDmzp2LZ8+eoXz58hgyZAhSUlLQoUMHeHp64saNGwgKCsL69etVfh4iIiIqWlQ6SV2tWrUwYMAATJkyReUnvn//PubOnYsePXrAzs4OPj4+8Pf3x5EjRxAbG4tFixahTJkymDNnDtauXavy8xAREVHRku+T1GX57rvvkJqaqvITt2/fXun6gwcPUK5cOQQEBKBu3bowMjICALi7uyMoKCjXnJSUFKSkpCiux8XFqVwTERERFX4qNy/Ozs4aKyI1NRULFy7EhAkT8PjxY7i6uipu09HRgZ6eHt6+fQtLS8tsj/Xz88PMmTM1VgsRaZb9mdsayYlq4qF03WXKIY3kAkDoXJ7agUhOVJ5VWpOmT58OY2NjDBkyBPr6+jA0NFS6vXjx4nj37l2Oj506dSpiY2MVl4iIiIIomYiIiLRE5S0vmnL69GksW7YMV65cQbFixWBlZYW7d+8q3Sc+Ph4GBgY5Pt7Q0DBbs0NERERFV76aFzc3NwQGBsLExASurq7Q0dHJ8X5PnjzJU15ISAh69+6NZcuWoXLlygDeHwy8evVqpfukpKTAysoqP6USERFREZWv5mXdunWKA2nVHb6clJSE9u3bo1OnTujSpQsSEhIAAA0aNEBcXJzijL5z5sxB8+bNoaenp9bzERERUdGQr+alUaNGOf6/Ko4fP46goCAEBQVl29KyZs0a9O7dG76+vtDV1cXZs2fVei4iIiIqOrR2zEunTp1yPXOui4sLgoODcfPmTdStWxfW1tYFXB0REREVVlo/YDc39vb2nJmaiIiIslF5qHRCQgLGjx8PNzc3GBsbo0yZMvj222+RmJioyfqIiIiIlKi85cXb2xshISFYtGgRvvjiC4SHh2P+/Pl49uwZNm/erMkaiYgK1gxzDeXEaiaHiJSo3LwcPnwYN2/eRJkyZQC8H+Ls7u6OmjVraqw4IiIioo+pvNvIw8MDV65cUVp25coVeHh4qFsTERERUa5U3vJiZGQELy8vrFy5Eo6OjggNDcWVK1fQoUMHDB48GADw559/aqxQIiIiIkCN5qVOnTqoU6eO4nr58uXRsmVLjRRFRERElBuVm5fp06dnWxYSEoLjx49j2LBhahVFRERElBu1zvMSFxeH06dP4/jx4zhx4gSCg4PxxRdfsHkhIiIiyeSrecnMzMSVK1dw4sQJHDt2DNevX4eNjQ1ev36NmTNnomvXrqhQoYJUtRIRERHlr3mxsrJCfHw8GjdujFGjRqF+/fpwcXGBpaUl+vbtCycnJ6nqJCIiIgKQz+Zl4cKFOH78OE6fPo0xY8agTp06qFu3LtLS0pCRkSFVjUREREQK+Wpe/ve//+F///sfhBC4desWTpw4gePHjyM9PR3VqlXDV199hWbNmmHy5MlS1UtEJGvVNlTTSM6dAXc0kkMkRyqdpE5HRweenp6YMmUKTp8+jTdv3mDnzp2oVKkSNm3apOkaiYiIiBQ0Mqu0kZER2rZti7Zt22oijoiIiChXKk8PkJSUhClTpqBs2bIwNjaGm5sbJkyYgPj4eE3WR0RERKRE5ebF29sbp06dwrx583D27FksWrQIV65cgbe3tybrIyIiIlKi8m6jAwcO4ObNmyhbtiyA97NKV61aFbVq1dJYcUREREQfU3nLS82aNXHp0iWlZdeuXeOs0kRERCSpfG15yZotGgBMTU0xaNAgrFixAq6uroiIiMClS5fQqlUrjRdJRERElCVfzYuzs7PS/9eoUUNxvXz58mjWrJnmKiMiIiLKQb6al5xmkgaA1NRU6Ou/j9LVVXlPFBERqeF+xUoayan07/1sy5YNP62R7JErmmokh/7bVO404uPj4e3tDTs7OxgZGeHu3bsoXbo0bt68qcn6iIiIiJSo3LwMGjQIoaGh2LBhA4yNjWFubo7x48dj5MiRmqyPiIiISInKQ6VPnjyJO3fuwNHREbq6utDR0cGAAQMwa9YsTdZHREREpETlLS8VK1bE+vXrAbyf60hHRwfnz59HlSpVNFUbERERUTYqb3lZunQp2rRpgxUrViA+Ph49evRAeHg4Dhw4oMn6iIiIiJTkq3nx9vaGs7Oz4nLixAkEBgYiKioKjo6OaNu2LczNzaWqlYiIiCh/zYuBgQFu3bqFQ4cO4fnz54iOjkZ6ejpKlSoFZ2dnHD58GE5OTpg9e7ZU9RIREdF/XL6al19//RWhoaF4/PgxgoODERwcjGvXruHy5cuIiYlBfHw8kpOTpaqViIiIKH/NS4kSJSCEQLFixdC8eXO0bNkSvXv3hpubG2xsbKSqkYiIiEghX83L/v37FVtcnjx5ghUrVmDOnDkoXbo0ypYtCzc3N5QtW1ZpDiQiIqLcLOzZXmNZE3f8rXT96ZR/NJJbem6DbMtmzJihkWxN5fzX5Kt50dXVhYmJCUqWLIm0tDTo6+vj6dOnuHXrFm7dugVLS0u4uLiweSEiIiLJ5Kt5GTFiBJydneHk5AQnJyfUqFFD8f/Ozs4wNjaWqk4iIiIiAPlsXkJDQyUqg4iIiChvOAU0ERERyYrWm5dXr17B1dVVaavOmDFjFFMO6OjooGzZstorkIiIiAoVlacH0IRXr16hffv22XZH3bhxA4cOHUL9+vUBAHp6elqojoiIiAojrW556dWrF/r06aO0LD09Hffu3UPDhg1hYWEBCwsLmJqaaqlCIiIiKmy02rysXr0aY8aMUVp2584dZGZmwsPDAyVKlEDr1q0RHh6ea0ZKSgri4uKULkRERFR0aXW3kaura7ZlQUFBqFChApYsWQIbGxuMHz8e3t7eOHr0aI4Zfn5+mDlzptSlEhERFYhTp8toJKdZ02Cl6/ZnbmskFwCimnhoLEsVWj9g92N9+/bFjRs3UK9ePZQrVw7Lly/HiRMnct2iMnXqVMTGxiouERERBVwxERERFSStbnnJC1tbW2RmZiIyMhJmZmbZbjc0NIShoaEWKiMiIiJtKHRbXnx9fbF161bF9cuXL0NXVxeOjo5arIqIiIgKi0K35aV69er4/vvvYWdnh4yMDIwePRpeXl4wMjLSdmlERERUCBS65qVfv364d+8eunXrBj09PfTr1w9z5szRdllERERUSBSK5kUIoXTdz88Pfn5+WqqGiIiICrNCd8wLERER0aeweSEiIiJZYfNCREREssLmhYiIiGSFzQsRERHJCpsXIiIikhU2L0RERCQrbF6IiIhIVti8EBERkayweSEiIiJZYfNCREREssLmhYiIiGSFzQsRERHJCpsXIiIikhU2L0RERCQrbF6IiIhIVti8EBERkayweSEiIiJZYfNCREREssLmhYiIiGSFzQsRERHJCpsXIiIikhU2L0RERCQrbF6IiIhIVti8EBERkayweSEiIiJZYfNCREREssLmhYiIiGSFzQsRERHJCpsXIiIikhU2L0RERCQrbF6IiIhIVti8EBERkayweSEiIiJZYfNCREREssLmhYiIiGSFzQsRERHJitabl1evXsHV1RWhoaGKZXfv3kWtWrVgaWkJX19fCCG0VyAREREVKlptXl69eoX27dsrNS4pKSno0KEDPD09cePGDQQFBWH9+vVaq5GIiIgKF602L7169UKfPn2Ulh05cgSxsbFYtGgRypQpgzlz5mDt2rVaqpCIiIgKG31tPvnq1avh6uqKsWPHKpYFBASgbt26MDIyAgC4u7sjKCgo14yUlBSkpKQorsfFxUlXMBEREWmdVre8uLq6ZlsWFxentFxHRwd6enp4+/Ztjhl+fn4wNzdXXBwdHSWrl4iIiLRP6wfsfkxfXx+GhoZKy4oXL453797leP+pU6ciNjZWcYmIiCiIMomIiEhLtLrbKCdWVla4e/eu0rL4+HgYGBjkeH9DQ8NszQ4REREVXYVuy0utWrVw+fJlxfWQkBCkpKTAyspKi1URERFRYVHompeGDRsiLi4O69atAwDMmTMHzZs3h56enpYrIyIiosKg0O020tfXx5o1a9C7d2/4+vpCV1cXZ8+e1XZZREREVEgUiubl4zPoduzYEcHBwbh58ybq1q0La2trLVVGREREhU2haF5yYm9vj3bt2mm7DCIiIipkCt0xL0RERESfwuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh80JERESywuaFiIiIZIXNCxEREclKoW1exowZAx0dHcWlbNmy2i6JiIiICgF9bReQmxs3buDQoUOoX78+AEBPT0/LFREREVFhUCibl/T0dNy7dw8NGzaEiYmJtsshIiKiQqRQ7ja6c+cOMjMz4eHhgRIlSqB169YIDw/XdllERERUCBTK5iUoKAgVKlTApk2bEBgYCH19fXh7e+d435SUFMTFxSldiIiIqOgqlLuN+vbti759+yquL1++HK6uroiLi4OZmZnSff38/DBz5syCLpGIiIi0pFBuefmYra0tMjMzERkZme22qVOnIjY2VnGJiIjQQoVERERUUApl8+Lr64utW7cqrl++fBm6urpwdHTMdl9DQ0OYmZkpXYiIiKjoKpS7japXr47vv/8ednZ2yMjIwOjRo+Hl5QUjIyNtl0ZERERaViibl379+uHevXvo1q0b9PT00K9fP8yZM0fbZREREVEhUCibF+D9gbh+fn7aLoOIiIgKmUJ5zAsRERFRbti8EBERkayweSEiIiJZYfNCREREssLmhYiIiGSFzQsRERHJCpsXIiIikhU2L0RERCQrbF6IiIhIVti8EBERkayweSEiIiJZYfNCREREssLmhYiIiGSFzQsRERHJCpsXIiIikhU2L0RERCQrbF6IiIhIVti8EBERkayweSEiIiJZYfNCREREssLmhYiIiGSFzQsRERHJCpsXIiIikhU2L0RERCQrbF6IiIhIVti8EBERkayweSEiIiJZYfNCREREssLmhYiIiGSFzQsRERHJCpsXIiIikhU2L0RERCQrbF6IiIhIVti8EBERkayweSEiIiJZYfNCREREssLmhYiIiGSl0DYvd+/eRa1atWBpaQlfX18IIbRdEhERERUChbJ5SUlJQYcOHeDp6YkbN24gKCgI69ev13ZZREREVAgUyublyJEjiI2NxaJFi1CmTBnMmTMHa9eu1XZZREREVAjoa7uAnAQEBKBu3bowMjICALi7uyMoKCjH+6akpCAlJUVxPTY2FgAQFxcnSW2ZKe80kpNjfSka2jX2UXZGUoZmcpG97oQMzWTn9HokpSZKlp2cliZJdnyKZmrOKfvD9VyTuQCQmJgpWXZmYoIk2Zp6L+aULdV7EdDc+zGn11qO70dNvRdzytbU+zGn10OO70dNvRdzytZkZl4OE9ERhfBgkokTJyI5ORnLli1TLCtZsiQePnwIS0tLpfvOmDEDM2fOLOgSiYiISAIREREoXbr0J+9TKLe86Ovrw9DQUGlZ8eLF8e7du2zNy9SpUzFhwgTF9czMTLx58wbW1tbQ0dEpkHo/FBcXB0dHR0RERMDMzEwW2XKsWa7ZcqyZ2QWXy+yCy2V2wWd/jhAC8fHxKFWq1GfvWyibFysrK9y9e1dpWXx8PAwMDLLd19DQMFujY2FhIWV5eWJmZibZH16qbDnWLNdsOdbM7ILLZXbB5TK74LM/xdzcPE/3K5QH7NaqVQuXL19WXA8JCUFKSgqsrKy0WBUREREVBoWyeWnYsCHi4uKwbt06AMCcOXPQvHlz6OnpabkyIiIi0rZCudtIX18fa9asQe/eveHr6wtdXV2cPXtW22XliaGhIaZPn55tV1ZhzpZjzXLNlmPNzC64XGYXXC6zCz5bkwrlaKMsUVFRuHnzJurWrQtra2ttl0NERESFQKFuXoiIiIg+ViiPeSEiIiLKDZsXIiIikhU2L0RERCQrhXK0kRzlZYoCIQRmzJhRKHKZXXC5zC462XKsWa7ZcqyZ2QWHB+xqyODBg5WuCyGQkZGBR48e4caNG8jMzIQQApmZ+ZtwS6pcZheNmpldsNlyrFmu2XKsmdkFh82Lhrx58wYBAQEIDAzEnTt3EBgYiJCQELi4uKBKlSqoUqUKKleujHbt2hWKXGYXjZqZXbDZcqxZrtlyrJnZBUiQRlhYWAhdXV2hq6srmjVrJlauXCmeP39eaHOZXXC5zC462XKsWa7ZcqyZ2QWHW140KCwsDIGBgQgMDFR0sDExMahYsSKqVq2KypUrY8SIEYUml9lFo2ZmF2y2HGuWa7Yca2Z2wWDzoiFNmzbFhy+ljo4OACApKQk3b95ERkaGSvsLpcpldtGomdkFmy3HmuWaLceamV1wONpIQwYOHCirXGYXXC6zi062HGuWa7Yca2Z2weGWFw3JyMjAkSNHYGpqikaNGgF4f7R2Vvda2HKZXTRqZnbBZsuxZrlmy7FmZhcgdQ+aoff69u0rbGxshLW1tZg8ebKIjo4WDg4O4sKFC4Uyl9lFo2ZmF2y2HGuWa7Yca2Z2wWHzoiGmpqbi4cOH4tWrV8LGxkakpKSI2bNnixo1ahTKXGYXjZqZXbDZcqxZrtlyrJnZBYfNi4a4u7srOtQ6deqI69evi+joaGFkZFQoc5ldNGpmdsFmy7FmuWbLsWZmFxwesKshAwcOxJAhQ7Bo0SI4Ojpi5cqVsLCwQLVq1QplLrOLRs3MLthsOdYs12w51szsgsMDdjXE0NAQpUqVUhzcpKenh/Lly2PhwoWoWLFioctldtGomdkFmy3HmuWaLceamV1w2LxoyMuXL1GyZEnZ5DK74HKZXXSy5VizXLPlWDOzCw6bFw2Kj4+Hvr4+SpQoIYtcZhdcLrOLTrYca5ZrthxrZnbB0NV2AUXF3r17YWtri+vXr+Py5csoU6YMHBwccPLkyUKZy+yiUTOzCzZbjjXLNVuONTO7AGnzaOGipFKlSmLLli1CCCFatGgh/Pz8xMKFC0XlypULZS6zi0bNzC7YbDnWLNdsOdbM7ILD5kVDjIyMxPPnz0VGRoawsLAQiYmJ4unTp2oPM5Mql9lFo2ZmF2y2HGuWa7Yca2Z2weFQaQ0pW7YslixZAl1dXXh4eKBEiRIYN24catSoUShzmV00amZ2wWbLsWa5ZsuxZmYXIG13T0XFhQsXRJUqVYS7u7u4deuWSEtLE3369BGPHz8ulLnMLho1M7tgs+VYs1yz5VgzswsORxsRERGRrHC3kYZs2LAhT/cbMGBAochldsHlMrvoZMuxZrlmy7FmZhccbnnRkKZNmyr+Py4uDvfv34eRkZHSqZWFEDhz5kyhyGV20aiZ2QWbLcea5Zotx5qZXYAKbg/Vf8urV69E27ZtxerVq2WRy+yCy2V20cmWY81yzZZjzcyWDpsXCQUHBws7OzvZ5DK74HKZXXSy5VizXLPlWDOzpcFjXjQkLCxM6Xpqair+/PPPQpvL7ILLZXbRyZZjzXLNlmPNzC5A2u6eigpdXV2ho6MjdHV1FRdnZ2exb9++QpnL7KJRM7MLNluONcs1W441M7vg8IBdIiIikhXuNtIQIQROnz6NZ8+e4eN+UJ2hZVLlMrvgcplddLLlWLNcs+VYM7MLDre8aEi/fv1w/PhxVK5cGbq6/z9Zt1BzaJlUucwuGjUzu2Cz5VizXLPlWDOzC5D6e55ICCGcnZ1FfHy8bHKZXXC5zC462XKsWa7ZcqyZ2QVH9/PtDeWFvb09kpKSZJPL7ILLZXbRyZZjzXLNlmPNzC44POZFQ8aPH49mzZrB19cXNWvWhJGRkeI2Z2fnQpfL7KJRM7MLNluONcs1W441M7vg8JgXDdHT08txuRACmZmZhS6X2QWXy+yiky3HmuWaLceamV1w2LwQERGRrHC3kZpmzpz52ftMnz690OQyu+BymV10suVYs1yz5Vgzswsemxc1ZZ1S+c2bNzh48CDq1q0LFxcXRERE4OLFi2jVqlWhymV20aiZ2QWbLcea5Zotx5qZrQUFN7CpaGvYsKHYuHGj0rLNmzeLRo0aFcpcZhdcLrOLTrYca5ZrthxrZnbBYfOiIWZmZuLhw4dKyx4/fizMzc0LZS6zCy6X2UUnW441yzVbjjUzu+Bwt5GGdOjQAf369cPkyZPh5OSEZ8+eYd68eWjbtm2hzGV20aiZ2QWbLcea5Zotx5qZXYC03T0VFQkJCWLy5MnCzc1NGBkZCVdXVzFu3Di1z1goVS6zi0bNzC7YbDnWLNdsOdbM7ILDodJEREQkK5wegIiIiGSFzQsRERHJCpsXDdmwYQPS0tKUlqWnp2PDhg2FMpfZBZfL7KKTLcea5Zotx5qZXYC0fdBNUVGjRo1sBzYlJCSIGjVqFMpcZhdcLrOLTrYca5ZrthxrZnbB4QG7REREJCvcbURERESywuaFiIiIZIXNCxEREckKmxciIiKSFTYvREREJCtsXoiIiEhW2LwQERGRrLB5ISIiIllh81JA0tPTERoaqu0yiAh8PxLJnb62Cygq4uLiEBYWhvDwcMV/P7xERkYiIyMDmZmZ+codNGhQnu63bt26fNc8c+bMPN1v+vTp+c7OzMzEypUrcezYMcyfPx/ly5cHAPz99994+PAhGjRogFq1auU7N0t4eDg2btyIgIAAxMTEoFixYrCzs0Pt2rXRs2dPWFlZqZydJT09HadPn8aePXuwcuVKtfMiIiKwceNG3L59W1FzqVKlUK9ePfTs2RMmJiYq5Ur9Wl+5cgXr1q1DREQEHB0dMWDAANSvX1/lvA9J9XeU4/tRyuxPycjIwM6dOzF//nz4+/vn+XGDBw/G507QrulaP5ScnAwfHx+Vn+PChQvYuHEjnj59itKlS6Nfv35o2LChyvWkp6dDV1cXurrSbRMoiuufqrjlRUMsLS1RvXp1dOjQAaNGjcI///wDR0dHjBo1Clu2bMG///6LhISEfOdu3LgRJUqUgKWlZY4XIyMjlSfOCggIUFwuX76M2bNnKy27ceNGnhucj33//feYO3cuvvzyS1haWgIApk2bhl69euH48eNo06aNym+CkydPonLlyjhy5Ai++OILfPXVV6hZsyaMjIywadMmlClTBmfPnlUpOzU1FX///TcGDx4MBwcHfPfdd7C1tVUp60Pnz59HlSpVlGr29PSEnp4efvvtN5QvXz5fXxwfkvK13rFjB1q2bAl9fX00adIEurq6aNmyJbZt26ZS3oek/DsW1PtRT08P27Zt08j78cP3tYmJCfbu3YudO3dme/9rSlJSEpYtW4Zy5cphxowZGDp0aL4e7+LiAldXVwghsHPnTqSmpqJUqVLIyMjArl27kJycrLFac5Kamqrya71p0yZ4eXnB2NgYZ8+eRXx8PFq0aIGNGzeqXE/FihXxzz//qPz4vCio9U/T2ZLQ7tRKRUdwcLA4duyYWL58uZg4caLo1KmTqFq1qihZsqSoVq2a6Ny5s5gwYUK+c4sXLy7CwsJyvT0sLEwUL15cndKFEEKEh4cLCwsLpWVxcXFCV1dXpTwHBwdx5coVxfUnT54IfX19cejQISGEEFevXhXOzs4qZbu5uYlff/0119tXrFghKlSokO/cPn36CDc3N9G7d2+xadMm8fLlS5Xqy0nVqlXFb7/9luvtM2fOFF9++aVK2VK+1uXKlVPkZPn7779FuXLlVMr7kFR/RyGkez/q6uqKmJgYxfWP3zfqvGc+NnfuXKGrqys8PDxEUFCQWlkzZsxQuowfP17Y2NiIZs2aib///lutbHd3d3H48GGlZceOHROenp5q5f7222+fvPj5+QkdHR2VssuVKyeuXLkiwsLCFH+/Q4cOqbVeGxoaisjISJUfnxcFuf6FhYUJS0tLSbI1gbuNNMTNzQ3W1tawsbFByZIlYWtrCzs7OwQHB+PChQt4/fo1Xr16le/cKlWq4ODBgxg5cmSOt+/fvx9ly5ZVt3wYGRkhMTER6enp0Nd/v1q8ffsWJUqUUCkvJSVFaYvFjz/+iLp166Jt27YAAFNTUyQmJqqUnZCQgM6dOwMAIiMj0blzZ1y9elVxe4sWLTB16tR8516/fh3ly5dH/fr1UbduXdjY2KhUX07Cw8PRoUOHXG8fMGAAFixYoFK2lK/169evUalSJaVlVatWxcuXL1XK+5BUf0dAuvejmZkZnj9/DnNzcwBAVFQUkpKSkJqaCgMDA8TFxcHU1FSlmrPs2bMHs2bNQnBwMCZNmoS0tDTUqlUL8+fPx4gRI1TKDAgIULoeFxeH1NRUeHp6onr16mrVGxERgS+++EJpWalSpRASEqJW7l9//fXJ29PT01XOjo6OxhdffKG029DR0RExMTEqZ9aqVQu+vr5o1qwZdHR0crzPgAEDkJ6eji1btmDAgAH5fo6CWP8+JD7YLSgK2xzO2u6eigobGxuho6OjuNSvX19MnjxZHDhwQLx+/Vrl3P379wtjY2Pxww8/iAsXLohHjx6Jhw8finPnzolp06YJQ0ND8eeff2rk31CuXDkxa9YsERMTI16/fi2GDRsmWrRooVJW3759Rbt27cQ///wjZsyYIQwNDRVbB9avXy/KlSsnvL29Vcr28fERLVq0EEePHhWHDx9W/PJ49OiR2LBhg/D09FQ5OyAgQPzwww+icuXKomzZsmLkyJFq/zIVQoiePXuKFi1aiCtXriht0YmPjxf+/v7im2++Ed27d1cpW8rXeuDAgaJly5bi9OnTQgghHj58KBo1aiR69eqlUt6HfHx8RMuWLSX5O0r1fmzXrp1o06aNuHbtmrh586Zo3LixcHFxET179hRbt24VHTp0EF26dFEpe/fu3cLd3V0YGRmJCRMmiBcvXihuO3LkiLC1tRUdOnRQufaPPXz4UAwdOlSYmJiInj17isuXL6uUM3bsWOHm5iYWLlwodu7cKX799VfFe0dKcXFxKm956dq1q/jmm2/E48ePhbGxsZgyZYooXbq0mDZtmsr1PH36VAwfPlw0a9ZMNGnSJNulcePGQgghEhMTRZMmTVR6DinXv49FREQIFxcXxfXY2FiVX28psHnRkOPHj4s1a9aIH374QXh5eYlGjRoJFxcXYWBgIHR0dISVlZWoUqWKStkHDhwQdevWFQYGBkJXV1fo6uqKYsWKiZo1a4otW7Zo7N9w7do1UaZMGcUH/pdffikeP36sUtbr169F3759hbW1tShbtqz466+/FLfNmDFDLFmyRKSlpamUbWlpqXTJ2iXi5+cnPD09xdy5c0VqaqpK2R+6f/+++Pnnn0X16tXVzoqJiRF9+vQRJUqUEPr6+orlPj4+onjx4sLLy0tpc3B+SPlax8fHCx8fH9GmTRshhBBnz54V48ePF7GxsSrlfUjKv+OJEyckeT/ev39fVKlSRejq6godHR3Rq1cv8fLlS9G3b19RtWpVMWDAAJV3N5YoUUKMGjUq110PUVFRomnTpiplf0pUVJSYOnWqMDc3V+nx6enpYvny5aJp06aicuXKokmTJuK3334T6enpmi30I7GxsSrvxnj58qX45ptvxMOHD0X9+vVFz549NfpZKpX79++LqlWrSrL+fY46r7cUdIQobNuCihYhBJ49e4awsDCEhYWhT58+KmelpaXhzZs30NHRgZWVlWL3jqZFRETAwMAAdnZ2kuT/l2VmZuLly5eK1zYxMRHGxsZarkp7MjMz8ezZMzg6OhbI82nq/fj27Vvo6enBzMxMY7U9e/Ys2+6X5ORkBAYGonbt2hp7ntzEx8drdJcDSUeK9S8vMjMzJR1NlR9sXjRI00Pvsty8eRNr1qxBeHg4HB0d8b///U+toa8FZe/evVi9erWi7qFDh6Jbt25q5z59+hS//fYbTExMMG7cOJQoUQLBwcGoXLmySnkFNeRTqtcjL/UDqv8bpFz/wsPD4eLigq+++gqrVq3KdnyNqqQ8DYBUYmJi4O/vr7jcvn0bDx8+hL29PcLCwtTOl2r9k0pB/w3j4+Nha2uLpKQktbMuXbqEDRs2IDAwEK9fvwbwfjRPtWrV0L9/fzRq1Ejt59C0pk2b5ulz5MyZMwVQzefxgF0N2bRpE6ZPn45OnTrh7Nmz6NSpE1q0aIHVq1fDy8tL5dy9e/diwIAB6Nu3Lxo1aoQnT56gSZMmWL9+Pbp3767Bf4FmLV++HLNmzcK4cePg5uaGJ0+eYOTIkYiKisr14OO86tGjB4oXLw5dXV0EBARg7dq18PDwwLJly/I93BN4P+QTAJ48eYJdu3ahc+fOcHFxQUREBPbu3fvJA23zSsrXI6t+4P2BmOfOnUN4eDiGDRum9ta5glj/LCwsMHDgQDRt2hTe3t747rvvYGBgoFbmh1/2cXFxuHLlCtLS0tC2bVvFwZSq/G7T09PL9XH5PWfMx6ytrSGEgKenJ7p06YIJEyagcuXKMDQ0VCsXkHb9c3Nzy/U1Ueeg3bz8DdWRnp6OyMhIxd8t6yDm0NBQ6OjowNnZWaXcP//8E6NHj0b37t3xzTffKIa3x8bG4vbt22jTpg0WLVqE4cOHq/1v0KSyZcvi4MGDGDp0KBwdHRESEoI1a9agd+/e8PT01HZ52WllZ1URJMXQOyGEqFChgtIxDEK8PwZG1SGkH1q/fn2uFyGESEtLU/x/fjk7O4tz584pLTt//rzSAWCqMjU1Fc+fPxcZGRmiZMmSIiEhQZw8eVI4OTmplSvVkE8hpH09cvLdd99p5IBJKdc/IYTS+yUqKkp06dJFVKpUKdtrpa60tDQxaNAgMWvWLLVywsLCFJf79+8LHx8f8dVXX4l79+6pXWNISIg4duyYWLJkiRgzZoxo3769aNWqlejUqZPa2VKuf+fOnVNcDh8+LNq2bSvq1asnTp48qXb2hzT1NxRCiK1btwoTExPFMYQfX9Q5MPWLL74Qu3fvzvX2vXv3ii+++EKl7I+HvH94EUKIlJQUxf/nV8WKFcXVq1eVll25ckUjp0WQAre8aIgUQ+8A4M2bN6hQoYLSsgoVKuDNmzdq5QLI9YRDQggMGDBAcRIoVYb0paWlZdt/bmpqitTUVJVq/VC9evVw5swZ9OnTB9WrV8eVK1dQsWJFtV9rqYZ8AtK+Hjnx9vZGlSpVsHTpUrVypFz/PmZnZ4e9e/di165d6NGjBzp06IBffvkFFhYWamfr6+tj+vTp8PDwwA8//KByjpOTk9L15cuXY9KkSVi8eLHaZ2F+9+4dkpKSkJycjJSUFACAgYEBjIyM1MoFpF3/Pt413qZNGwwYMAAnT55Es2bN1M7Poqm/IQBMmjQJ27ZtQ/v27RXL4uPjYW5urvYWtNjYWFhYWMDHxwfA+3Xkwy1F5cuXR1xcnErZn9t9mJmZqfIuxjdv3mQbfp6WlqZyrVJj86IhzZs3x4QJE+Dn54e0tDRMnToVmzZtUmk3xod69eqFgQMHYuHChShTpgyCg4MxceJE9OzZU+2aT58+/cnbjYyMPnuf3AwfPhw9e/bEjBkzFHXPmDED3t7eKuV9qEqVKhg+fDgCAgKQmpqKH3/8EcWKFUOLFi3UyvXy8kKXLl0wcuRIODo64tmzZ1i2bBl69+6tds1Svh4fN6GpqanYvn07XF1d1c6Wcv1zc3NTfDh+WKuOjg4yMzPx559/4tChQ3j+/Hm+s8+dO6d0PTU1FRs3btTItBEf69ChA7p166Z281K9enVkZGQodhsNHjwYFSpUUJzTQx1Srn85GTRoEPr06QM/Pz+VM6T8G759+xbu7u5Ky4QQau+Oevz4MWxtbdGiRQuYm5vjl19+Ufz4iY2Nxd27dzF79mx88803KuX/+eefn7y9ePHin71PbkaMGIHOnTujb9++KFWqFMLDw7F161ZMnDhRpTyp8YBdDXn16hVGjBiB2bNnY+DAgXB0dETHjh3VGl0EvH/DTps2DStWrEBSUhKKFy8Ob29vzJs3T+3jAqS2dOlS/PHHHwgLC4OTkxOGDx+OMWPGqJ1bo0YNeHh4KD5o9PT0UKFCBYwYMUKtX6kZGRlYtWoVdu/ejaioKNjZ2aFTp04YNWoU9PT01K5bqtejadOmStd1dHTg6OiI7777DuXKlVMr++P1r0SJEvD29sbcuXPVXv/Cw8Px7NkztGnTBoGBgbne7+OtHXnh5uamdD3rNfHz80O9evXynfcpQggkJyerfELHLElJSQgICMCtW7fg7++PW7du4d69ezAzM8OLFy/UrlOq9S8nSUlJCA0NVesAbCn/ht999x06duyIOnXqKJYJIXD9+nW1RnaFhYXBz88PVlZW2LFjR7bJP11cXNC3b1/88MMPKFasmMrPI5UDBw5g//79iI6OhoODA7p3747WrVtru6wcsXmRiBACUVFRcHBwUCsnIyND8cX56tUrjZ71tah58eKFRuYhopxJsf4lJibi4MGD6NWrl0Zzi4r09HTcuXMHNWrU0HYppIKkpCTExsYCeH9gevHixbVcUdHB5kUi4eHhqF69Ot6+fatWjqWlJRo3bowWLVqgZcuWGpkKIMvChQsxbty4bFsVDh8+rDi1vDp27NiBP//8UzEb8cCBAzWyCwZ4P4rhwyGl/v7+iI6ORlpamkbyNe1Tw5kLyyytudmzZw8OHDiAFy9ewMHBAZ07d0bHjh3Vzv3ULLbqviaaHk4vd5GRkVi+fDmePXuWbT3UxPon1WkipMqVkpSv9aBBg9C9e3e0a9dOsSw9PR1r167FsGHD1MrOy1BpIYTKk6VqWuE420wRpYnhfCtXroStrS0WLlyI8uXLo0yZMhg+fDj27Nmj9gGqmzZtQq1atXD9+nUAQGhoKDp37pznqdE/ZfHixZgwYQKaN2+OmTNnomnTppgwYQJ+++03tbOtrKxQpkwZ+Pn5oXjx4hg+fDjOnDkj+Sy26siagdfV1RXW1ta4e/cuDh8+XGAnZ1PVjz/+iBEjRsDa2hrNmjWDiYkJBg8ejJ9++knt7KzXQ4rXpEePHrh16xYuXLiAQYMGITExER4eHli9erXa2XLUtWtXXL9+HU5OTkqvuyaOi5JihmYpc4H3u5p1dXVzvKhLytd648aN8PLywrfffouMjAwA7w/0zjo4WB2dO3dGly5dFJdGjRrh6tWriuutW7fG+fPn1X4eTeGWF4loastLloiICFSpUgXLli3DlStXcPnyZQQFBaF69epo2bKlSl8mQgisWrUKP/74I+rXr49Lly7Bx8cHvr6+ap/11cnJCdu2bcNXX32lWHbx4kX06dNH7RNunTt3Dg8ePMDDhw/x+PFjJCUlwdDQEG5ubmo1R3md7l2V0Vc5+f777xETE6P2iKBPncxr+vTpSE1NhZ+fn0on87Kzs8P+/fuVjjG4ePEiunbtiujoaJXq/RRNvSZmZmZ48OAB7OzsYG9vj5CQEFy5cgWDBw9Wa/2T8rWWMrtixYr4999/8/24vChfvjw2bdoEBwcHxWfe4cOHMW7cODx8+LDQ5QLvP5+zvHv3Dr///jsCAwOxatUqtbfOSfla6+np4d69e/Dx8UFmZia2bdsGExMTWFpaKpoZTfn4OywuLk6S51EVRxvJhBACenp66NKlCxwdHVG6dGkcPXoUFy5cQEJCgkrNi46ODmrWrAkXFxdcvXoVJUuWRJ06dTRyuvqUlBRYW1srLStZsiTevXundnatWrVgYWEBKysr2NjY4NGjR3j+/DmuXbumVm5empesYeSaoKnhzFIOn7S2ts72a1RPT09x4i1N09RrItVweilfaymz3dzccPXqVaUDVDVFqtNESJULSDvkXcrXGgAcHBxw+vRp/PDDD/D09MSyZcsKbMbnwrStg1teJKKpLS/v3r3DP//8gwMHDmDlypXQ0dGBpaUlmjdvjlatWqFFixYoVaqUStnDhg3Drl27MGvWLIwaNQr79+/HuHHj4OLiovZ+zYkTJ+L06dOYNGkS+vbti9u3byvO0rp8+XK1srPOcpo1pLRDhw6oVq2aWplSy20488uXLz850kbbhg0bhv3792Po0KFwcnJCcHAw1q5di379+ikdRKpKQyflazJhwgSsWbMGPj4+uHLlCtLT01GsWDHY2Nhg9+7damXL0fz58zFnzhx0794dnp6eSqPy1G3Gu3XrBj09Pfj5+aF69eoYPXo0Nm3ahAEDBmD27Nkazd28eTO8vLzUys3NuXPn0K1bN7x69UqtnKzXulu3bqhZs6ZGX2s9PT28efNGMXz+2LFj8PLywsuXL9U+P83HoqKi0LNnT8WQ9bi4OFhYWGj8eVTF5kUi4eHh8PDwUPtkXsWLF4eOjg6+/vprxUG7Hh4eGqmxR48e+P3332Fvb69YlpKSglmzZqn94ZCRkYGFCxfi0aNHWL16NW7cuIFLly5h5MiRag87fvToEW7evKkYUurv74+MjAyUK1dO7a0vUpFyOLOUPq47J0IIleY7kfI1kWo4vVzl9ndU9W/3IalOEyFVbm40NeRdytfay8sLK1euVKrx2bNnOHXqlFrT0ORFQkICKleurLTLTZvYvEhECKE402JaWhoiIiIQHh6Oxo0b5yvn2LFjaNSoEYfYfUZYWBhu3bqFLl26aLsUIiKSGJsXDQkMDERYWBjCw8MV/826REVFQQgBKysrvHz5Uu3nSkxMRM2aNXH//n21s+Q4FFGq2Wazhteamppi7NixMDIywuPHjzUyvFaKYcF5GdqoiRlgNb2ObN68GatWrcKiRYuwZ88ejBw5Ei9fvsTjx49RrVo1VKxYUe2ac6LJ982HNDkb8Y0bN7By5Urcvn0bMTExKFasGEqVKoV69eopdt0VRlKeFkGONm/enO09o4ktI+/evcPMmTNx7NgxbN68GVWrVkVaWhpWrlyJhw8folGjRirPFP6p46lUnaRSSjxgV0M8PT2RkZGh2Exdt25dNGjQAF9//TU8PDzg4OCg9gy/WdLT0/HgwQO1c6SaCVtqWW+yJ0+e4MKFC+jWrZtGDjL+cLbq27dvqz1b9Yc+HCb58czPqho4cCAA4Pr169i5cyeGDBmimA171apVGjkXixTryOzZszF+/Hg0btwY/fr1Q4MGDZCYmIjy5cvjzp07+PHHHyU5Jbmm3jdSzUa8d+9e9OvXD127dkXfvn1hYWGBjIwMvHjxApcuXUKVKlWwb98+NG/ePN/ZUs6GvXjxYsyfP19xvNyTJ08wYcIEREdHY9y4cWply9GCBQuwY8cO9OrVS/HeGT9+PKKjo+Hr66tW9vjx43Ht2jVMnDhRcUqBYcOG4ciRI+jUqROmTJmCBw8eYNq0afnOzpodPKdZ1wvLcS5KpJrx8b8mNTVVPHjwQBw+fFgsWbJEjB07VrRr105UrFhRWFpaCg8PD9G1a9d85548eVKUL19eMdNp1kUTs59KNRO2ENLOfvqhoUOHitq1a4vo6Gi1s6SarTo3mpr52dXVVVy+fFlp2bVr10TFihXVzpZiHSlevLh49eqVMDc3F//++68wNDQUb968EUIIcefOHWFtba123VK9b6ScjdjNzU1s27Yt19tXrVql8mzeUs6G7ejoKC5cuKC07MKFC5K9bzRBys8nJycncefOHaX3zJUrV4Szs7PadZcsWVLcuXNHcT0gIEDo6uqKK1euCCGECAoKEvb29mo/z7t378S8efNEw4YNxcuXL9XOkwJPUqchKSkpSEpKUpoVNi0tDenp6ShevDiMjIxUOlBw2LBhGDduHJ48eYLQ0FCEhobizp07EEIgJCQk29wZ+ZE1FPFDmhqKGBYWlusFUG/YJwAkJydj4cKFOHjwIExNTVGvXj21z62QNbxWV1dXo8Nrc+Pt7Z3nc8t8SmJiYo6zwWriHENSrCPFihVDWloa4uPjUbp0aZiYmODAgQN4+PAhDhw4gNKlS6tZtXTvm6zZiDMyMhSXmJgYCCGQkZGh1i/UmJiYTx6M37x5c5XnOHJyclJcKlasiOXLl6Nu3bpYvHixitX+PylPiyAVKT+f4uPjs20JzsjI0MjZv3V1dZUGPEyZMgVt2rRRDMuOi4vTyMlRS5QogcmTJ6NNmzYYMWKE2nmS0HLzVGR8/Auvfv36YvLkyeLAgQPiwYMHIi4uTqVcQ0ND8ezZM6VlsbGxQldXV+2au3btKr755hvx+PFjYWxsLKZMmSJKly4tpk2bpna2lH7//XdRqlQp0apVKxEQECCEeP+LWN1fHOPHjxempqZi8uTJomHDhqJ+/fqiUaNGolu3bmrXvH79eqXLqlWrRNOmTUW1atXUzp49e7awtrYWo0ePFvPnzxdjx44VNjY2GtmyJcU60rhxYzFx4kTFL/MLFy6IL7/8UhQvXlx4enqKMWPGqF23VO+bEiVKiLCwMI3nCiHEiBEjhIeHh9i+fbu4ceOGYnloaKjYt2+f+Prrr4W3t7faz5Pl7NmzGtnKNWHCBOHh4SE2b94shBDC399fVK5cWfj4+KidLUeDBw8WjRo1Eg8fPhQlSpQQvXr1EsbGxmLx4sVqZ48cOVLUqlVLbNq0SQwcOFCYmZmJ+/fvCyGEmDt3rrCxsRHfffed2s+T5dKlS6JMmTIay9MkNi8a8vDhQ3Hy5Emxdu1a8eOPP4oBAwaIxo0bCzc3N2FgYCB0dHSEiYlJvnP79esnzp8/r7QsPT1d7NixQ+2aX758Kb755hvx8OFDUb9+fdGzZ0+xZcsWtXOlVqtWLXH69Olsy0+dOqVWroeHhxg4cKAYNGiQGDRokBgyZIj45ZdfRGJiolq5QgjRpEkTpUvTpk3FgAEDxMOHD9XOFkKIw4cPi8GDB4u2bduKQYMGif3792skV4p1JCAgQHTv3l38/fff2W6LiooSlpaWauULId37Ztq0aYpN9FkyMzPF1atX1coV4v2uimnTpoly5coJY2NjxfKxY8eK8uXLi+nTp4uUlBS1nydLZmamePfundo56enpYt68eWLIkCFCCCGuX78uFi9eLNLT09XOlqOkpCTh6+srQkNDRZ8+fcS3334rLl68qJHs5ORk8d133wlPT0/RvHlzce3aNcVtK1asEAcPHtTI88gBRxsVACEEnj9/jrCwMNSvX1/b5RAVWkIIJCQkwNTUVNulEFEhxuaFJLN3716sXr0a4eHhcHR0xNChQ1UexvehvE4cmd8hyJ+bW0Zdchw+SdlJ9XckZVmjXz5FCJGv45c+NUzf3d0dFSpUULNqaYccZ2RkYMGCBdmGpU+ePFntk3/KDYdKkySWL1+OWbNmYdy4cXBzc8OTJ08wcuRIREVFYeTIkWplZw07fvz4MbZu3Yphw4bBzs5O7Zo//NCJi4vDlStXkJaWhrZt26qdLdfhk1IOsZUjKf+OpGz9+vWK/09PT8e///6LwMBABAYG4saNG8jIyMh2oPDnFMQwfSmHHE+fPh379u3Dzz//DBcXF4SEhGD69OmIj4/HnDlz1MqWG2550RApZ4SVilQnewMAFxcXbNy4UelkZv/88w+8vLwQEhKS77zcTJo0Cfv27cPhw4c18qvpQ+np6fD29oarqyt++OEHtbKcnZ1x6NAhmJmZKea8unr1Knr27KnWiDEAsLW1xenTp1G1alUA70+YWKNGDVy6dAl16tTB/fv30bRpU0RGRuY7W8rZd7Ul6+R+MTEx8Pf3z9djpfw7Dh48OE8T36l6UkOpSPXZt2jRIgQEBCAwMBDR0dEoW7YsqlSpgqpVq6JKlSqoUqUKSpYsma/MEiVK4OnTpyhTpgyuXr2K6tWrIzIyEpaWlrh79y4aN26s9txGH0pKSsKSJUtw6NAh7NmzBzY2Nmrl2dvb4/jx43B3d1csu3PnDlq2bKnS+/tDn1r/1q1bh+TkZPj4+BSa9Y9bXjREyhlhpSJlPWlpadmOWzA1NUVqaqpG8iMjIzFnzhxs27YNnTt3RpMmTbB9+3aNnh1YX18f06dPh4eHh9rNi1yHT0o5+662rFixAm/evEFwcHC+Hyvl39HFxUXtDG2Q6rMv60zlERERcHFxgaurK1xcXBSX/DYuQO7D9OvVq6exYfofyhpynJmZiREjRmDnzp1q5enr62db19LT0zUyPPpz65+urq7SyTa1ruCPEab/glmzZoly5cqJLVu2iCtXrogtW7aIcuXKaWT47sSJE4WpqakYNmyYiIqKEkIIce7cOWFnZ6dW7tmzZ5Uux48fF/369RNubm5q11yUhk9qaoitHEn5dyRloaGhiss///wjli1bJoYNGybq1asn9PX1hYmJiahVq1a+MgtimH5ONDXk2M/PTzg6Oop58+YJId7Xb2dnJ6ZPn652ttyweSHJLFmyRFSuXFkYGxuLSpUqaewDvlu3bjkOMb57965aua6urkoXNzc30ahRI3Hp0iW1coUoWsMnNTXEVo6k/DuSsqxzZ+V2NuOsS34UxDB9qe3YsUPRrAQFBYm//vpLuwVpCY95ISqioqOjNXIgM9F/QWZmJhITEzlMXybYvPwHFdRsxB/T1Oy7GzZsQJ8+fVCsWDENVfZeWFgYnJycNLL/+GMFPcQxLi4OFhYWao9uyMu6AkizvqjrxIkTqFq1KhwcHBAaGoqUlBS1D+qW61BVKYYdZ0lPT8e6devQvHlzuLq64vz580hKSkKrVq1UrPa9yMhILF++HM+ePctWu6oHjS5YsAC///47Fi9ejJ07d2Lq1KkIDg7G48ePUb16dbRs2VLlenfv3o1GjRplOxYnICAAO3bswK5du/Do0SOV8wFph2Gnp6dj7ty52LRpEyIiIhSnAZg2bZrGJhXWpMJXkUzJaUhpQcxGDEg3++7ixYvRrVs3jTcvbm5uePPmDczNzTWaC0g/xPHZs2d48uSJ4rVOSEiAjo4Ozp49Cx0dHTRq1Eil3LJly+LgwYMYOnQoHB0dERISgjVr1qB3797w9PRUu26pzJgxAytWrMDx48dx9OhRDBs2DEIIzJ8/H+PHj1c5V65DVaUYdpxl7NixOHv2LBo1aoR58+Zh/vz5EEJgyJAhmD9/vso1d+3aFebm5qhbty50dTUzDd/y5cuxYsUK9OjRA1OmTEGzZs1gZ2cHDw8PLF++HF26dMGiRYtUyu7Tp4+i+bt79y527dqFnTt3IjIyEu3atcPcuXPVrl/KYdjTpk3DnTt3MGvWLAwdOhQTJ07EL7/8goSEBLX+jpLRxr6qokjKWVs/FBcXJyIjIzVy6m0pZyOWcvZdqcTGxkqWbWdnp5iHKUtgYKBGZoBduHChMDAwEC4uLorjdZydnYWurq5wdXUVLi4uKmdXrFgx26nvr1y5opGZx6VUqlQpxbEotWrVEqdOnRIXLlwQpUqVUitXyr/joEGDxMCBA3O8CPH+eJus/8+vhQsXCi8vL+Hh4SEcHBxEgwYNxPDhw8XSpUvFmTNnxIsXL1Su29bWVvj7+wshhKhWrZq4efOmuHPnjihZsqTKmUIIlWfQ/hRDQ0Px+vVrYWJiIv79919hYGAgkpOThRBCPH78WDELtCp69eolqlevLipXrizMzMzEoEGDxKFDh0Rqaqqmylei6Zmf7e3txaNHj5Rmw753755wcHBQO1sK3PKiIVIOKT137hxWrlyJy5cvw8zMDKampnj58iWKFy+Ozp07Y+zYsbCyssp3rpSzEWfNvtu+fXvFsvj4eJibmxe6LVFZzMzMJMuWcojjnDlzcPXqVaUZibNe6ydPnqiV/ebNmxzXkbi4OLVypRYbGwsnJyfEx8cjODgYjRo1QmhoKOLj49XKletQVSmGHWdJTk6Gubk5Xrx4gaioKNSoUQNBQUHIyMhQORN4v5Xh6tWriiH/mmBkZIR3797h3bt3cHV1RalSpTB37lzUq1cP+/fvV5wrSRXbtm3DqVOnsH37duzfvx8PHjzAvXv3UK5cOZQrV05j/4Ysmh6GnZmZibS0NBgYGCiWPXr0CMWLF1e3VGlou3sqytQdUhofHy969+4tmjZtKk6fPi0yMjKUbn/58qVYvHixKFeunNiwYUO+86WcjVjK2XflSMohjiYmJuLx48dKyzT1Ws+YMUOULFlSjBs3TsyfP1+MGjVKWFlZidmzZ6udLaWWLVuKFi1aiBYtWog+ffqIjIwMUbNmTdGzZ0+1cuU6VFWKYcdZvvnmG+Hu7i7c3d2Fj4+PSE9PF05OTmLUqFFq1Txv3jxhbm4u/ve//4nly5crzcquqvbt24vevXsrtur8+++/omvXrqJixYqiS5cuYvDgwWrVnCUtLU0cOnRIeHl5CXNzc1GlShWNnq7gQ5oahj158mRRqVIl8e+//wpDQ0NRt25dYWhoKHbu3KmBKjWPB+xKSAiB5ORklChRQqXHf/311+jTpw9GjBjxyfvFxsaiZ8+eaNeuHUaPHp2v5zhy5Ah2796NqKgo2NnZoVOnTujUqZNK9X7ou+++Q8eOHZV+NQkhcP36ddSuXVvtfDnauXMngoKCMGPGDNy/fx+PHj3SyPFFf/zxB+rVq6e05QUAXrx4AVtbW7XzDxw4gP379yM6OhoODg7o3r07WrdurXaulKKiovDzzz9DX18f33//PaysrLB27VoMGDBA6ZelKqT6O0op65i8z20hUmVrybt377B8+XLo6+tj+PDhMDQ0xMmTJ9GiRQtVywXw/mDxnAghVD5APDw8HEuWLEHPnj1Rs2ZNpduio6NRq1YtpbNKa0JqaiqOHj2K7du3Y+vWrRrN1iQhBP744w906dIFS5cuhaOjI9q0aaP2gcBSYfNSiMXGxub54FEhBBITE2FiYiJxVYWHEAIvX75EyZIlJRkhVBA4nJmIKP80cwg3AXg/Y2nLli1RuXJltGzZEhs3blQrL6tx2bNnDwYMGIA2bdpg8ODBOHDgQLb76ujoFLrGZe/evWjTpg2qVKmC1q1bY8+ePRrJfffuHXx8fGBiYgIHBwcYGRlh2LBhePfundrZO3bsQKtWrVC5cmW0atUK27Zt00DFOYuLi4ODg4PaOadOnULNmjXRpEkTBAYGIiEhAX/88UehPbaIcpaRkYF58+ahYsWKMDIyQoUKFeDn56f2sSPA++G63bt3x8CBAxEeHo6kpCQcOXJEA1W/P+bn559/Rvny5WFkZITy5ctj1qxZ2Y6VUiV39erVirnQzp8/j6NHj2qiZMycORMpKSkaySpIUr7X3dzc4OrqmuOlUNLS7qoi55dffhE1a9YUCxYsEMbGxmLKlCnCyspKzJ8/X63cH374Qdja2orx48eLX375RYwePVpYW1uLWbNmaahyaSxbtkzY2dkJPz8/sWPHDuHn5yfs7OzE0qVL1c4eNmyYaNiwobh27Zp48eKFuHr1qvjqq6+Et7e3Wrm//fabKFWqlJg/f77YuXOnmDt3rrC3txe//vqr2jULIcTTp0/F+fPnFdMP/P3330JXV1ecOXNGnD17VuXcMmXKiClTpogffvhBeHp6ivj4eOHs7CxGjhypkbqpYHz33XeicuXKYufOneLatWtix44domLFimLq1KlqZ1erVk3069dPDBgwQDRp0kTExMQIMzMzjXyO+Pr6itatW4vt27cLU1NTsWLFClGmTBnh6+urVu6IESNE5cqVxYMHD8TcuXOFlZWVsLS0VDtXCCG6dOkiEhMT1c4paFK+18+dO6e4HDx4UEyaNEk4OzvzmJeiTqrZZu3s7LB//37Uq1dPsezixYvo2rUroqOj1apZypmwpZxV2sbGBleuXEHZsmUVy4KDg1GnTh21ZoR1cnLCtm3b8NVXXymWXbx4EX369FF7EstFixZh6tSpKFWqlGIXV2ZmJiIiIuDs7AwhhMqvi42NDQICAvDFF1/A0dERN27cQEJCAmrXro3Xr1+rVbccZ0uXkpQzP0s5Y7ClpSXu378Pe3t7ODg4ICgoCGFhYWjdujWioqLUynZwcMA///wDAwMDxWdfUFAQmjdvjufPn6uca2dnh2PHjsHDwwPu7u5Yv349DAwM0LRpU7x48UKtmuVKyvd6Tnbu3IlVq1bh5MmTGs9WF4dKa4hUs81aW1tnO0GTnp4eLC0t1coFpJ0JW8pZpc3NzfH06VOl5iUsLEzt3WYpKSnZTtRVsmRJjeyOknI4c/fu3bFy5UrMmjULdevWxfnz51GxYkWNnBVTjrOlS0nKmZ+lHIbdokUL7N69G6NGjULNmjVx8eJFVKlSRSOzYUs1xFaqIdhyJuV7PSdVq1bF5cuXJclWm3Y3/BQdUs026+3tLWxtbcV3330nVq5cKSZPniysra3F2LFjNTJ0UCpSziq9bt06YW5uLsaOHSuEEOLYsWPC2NhYrFixQq3cCRMmCA8PD7F582YhhBD+/v6icuXKwsfHR92SJR3O3KpVK6GjoyNq164typQpI+zt7YWNjY344Ycf1M6mgiPlMOz+/fsLfX190aNHD1GjRg1RsWJFUbFiRTF06FC1s6UaYivVEGw5a9WqldDV1c32Xv/xxx/Vzv74JIl9+vQR9vb2ol27dhqoXPO420hDkpOT8eOPP2LkyJGYNm0aHB0d0bFjR9SvX1+t3NyGC35IqDF0UEpLly7FH3/8oZgzaPjw4RgzZoxGsq9evYrAwEAMHToU4eHhePv2LapXr65WZkZGBhYuXIjHjx9j1apVuHHjBi5duoQRI0ao/ctGyuHM48aNQ40aNRS/0PX09FChQoVsQ0Gp8JNqGHbnzp1zXEe6deum9pYd8cEQ2yVLlsDJyUkjQ2ylGoItZ1K+12fNmqV0XUdHB46OjujduzcMDQ3Vztc0Ni8kW0IIvHr1CjY2NrIdKi0lDsMm+rTIyEjFBJuaGPkntXPnzuV6m6rzl30sPT0dr1+/RsmSJTU2p5QU2LxoSGxsLL7//nscOHAAL168gIODAzp37oyffvop27Ew+XXz5k2sWbMG4eHhcHR0xP/+9z/UqlVL5byCmlV6x44d2Wbf7d27t9q5ycnJmDx5MtauXYvk5GQUL14cgwcPxoIFC9T+hbB3716sXr1a8VoPHToU3bp1U7vmzMxM/Pbbb1izZg3CwsIU2ePHj5fkA0JTs0rnRFOzg0tp0KBBebqfqrMTS0GKGby1NYP8h6RcF1X1+vVr9O/fH8eOHUPx4sWRlJSEli1bYsuWLSpPUJklr0OLVTlA383NTel6cnIyoqOjUapUKUREROQ770PPnj3D8OHDcfToUWRkZEBfXx/t27fHH3/8USh/BPGAXQ0ZOnQonj17hiVLlihWpLlz52Lo0KFqnVVx7969GDBgAPr27YtGjRrhyZMnaNKkCdavX4/u3burlFkQs0ovXrwY8+fPx7hx4+Di4oInT55gwoQJiI6Oxrhx49TKnjRpEm7duoVTp07Bzc0NISEhGD9+PCZMmIBly5apnLt8+XLMmjUL48aNg5ubG548eYKRI0ciKioKI0eOVKvmWbNmYfv27ZgxY4ai5h9//BGxsbHZNteqQqpZpQHpZgeX0ocHtMfFxWHz5s1KZ6pOSUnBH3/8Uaial6z3ZXBwMPz8/DBp0iRUrFhRI5lSzyD/OYVty6iPjw+MjY0RFRWFkiVL4sWLF/Dx8YGPj4/acwSFh4dj9erVsLGx0VC1/y+ng/sPHjyILVu2qJ09aNAgmJqa4ubNm4rvsOnTp2PgwIEaOyeQJnHLi4ZYWlrixo0bKFOmjGJZcHAwvvzyS8TGxqqcW7FiRcyfP1/pQ+bgwYPw9fXFv//+q1bNbm5u2Lp1K+rWratYdv36dXh5eeH+/ftqZUs57NjGxgaXLl1C+fLlFcsePXqE+vXr4+XLlyrnSjm828HBAUeOHFE65iUgIABt2rRRazgpIO0w7G3btsHb2zvXEVdCiEL1izonERERcHd3V5pwND4+HhYWFvkeufKpodLr1q1DcnIyfHx81G6KpkyZgjVr1mDfvn1o0KCBWlmAtO/1L7/88pNbdzIyMnD37t18rydSvtaWlpYICAhQmlA3IiIC1apVQ0xMTL7zPqSnp4fw8HB88cUXauXkJKctihEREbh586baE+paWlri9u3bSj9GQkND4e7uXignYuWWFw2pUaMGLl68qNS8nD17Vq3dO8D7WX0rVKigtKxChQp48+aNWrmAtLNKSznsuGTJkggKClJqXoKCgtT+pSPl8O7ixYtna2JjY2M1MmOrlMOw5Tg7+MfMzMwQHx+v2MUIvD8eSJVZxKWc+RkA/P39MX36dNy+fRvjxo1Dz549sWjRIvTq1UvlTEDa9/rntqQmJSXBx8cn37lSvtalSpXC9evXlZqXS5cuwd7eXqW8gvLxvzc5ORlXr17FvHnz1M5u0qQJtm7diqlTpwJ4/8Nk48aNaNu2rdrZkijYwU1FV9u2bYWOjo746quvRO/evUXt2rWFjo6O6NSpk9Lws/waPXq0qFu3rrh48aKIiooSFy9eFHXr1tXIcEEpZ5WWctjx/v37hampqfD29hZz584VQ4cOFSYmJmLv3r1q5Uo5vHvFihXC1tZWzJ49W2zfvl3Mnj1b2NraiuXLl6udLeUw7KIyO7inp6fw9vYWt2/fFjdv3hSdO3cW3bt313ZZSrp16yYsLS2Fn5+fSE5OFkIIcf/+feHi4qJ2tpTv9c8pjOvLoUOHhKmpqfjmm2+EEELs3btXlChRQuzbt0/tbF1dXfH06VO1c/Lq1q1bwt7eXu2cOnXqCB0dHVG6dGlRr1494eDgIHR0dET9+vVF48aNFZfCgruNNCSvxy38+OOP+cpNTU3FtGnTsGLFCiQlJaFEiRLw9vbG3Llz1Z4dF5BuVmkphx0DwO3bt7F69WrFMGxvb+9sw5BVIeXw7r///jtbdmGfVbqozA4eHBwMb29vXLx4EXp6emjVqhVWrFihkVm3NWXSpEn47rvvsp2AMjIyUiMjYaR6r39OcnIyRowYgT///FPy58qP8PBw3LlzB+3atcPr16+RkZGhkfWhY8eOWL9+PaysrDRQpbLcZgdv0KABzp49q1Z2Xufi8/LyUut5NIXNi4xkDQv+r9uwYUOutw0YMEDl3E8di1MYD0ql/MvMzCzUwz/lTMhwlvfo6GjFyMLCvssIeN9wfaxYsWKwt7eXzWuuKWxeZODUqVPYvn07bGxsULx4cQghkJiYiMzMTIwZM0atL9bNmzdj48aNePr0KUqXLo1+/fpprLOWatjxxyfuS05Oxq1bt1CtWjVcv35d5dycftVkvT3UPb5Dro1Reno61q1bh+bNm8PV1RXnz59HUlISWrVqpe3SPikyMhLLly/Hs2fPsh30qc7BtBkZGViwYAHWrVunWK8HDhyIyZMnQ09PT92yNa4ghkonJCRg/Pjx2LJlC5KTk2FgYIA+ffrg999/V2vKDilf65iYGAwYMAB///03DA0NkZycjHbt2mHTpk2wsLBQK1tKbm5ueRpOr8oB+lmff59TWI514wG7hdyuXbuwePFizJw5E3/++SdiYmLg4OCABg0a4Msvv0TXrl3xxx9/qLQJf8GCBdixYwd69eqF6dOno1OnThg/fjyio6Ph6+urVt1SDjs+ffp0tmXXrl3DlClT1Mr9eORJamoq1qxZg8ePH6uVC/z/h05WY/Thh0Rh+TDIydixY3H27Fk0atQI8+bNw/z58yGEwJAhQzB//nxtl5errl27wtzcHHXr1tXolpbp06dj3759+Omnn+Di4oKQkBBMnz4d8fHxmDNnjsaeR1MKYqj02LFjkZGRgRMnTqBdu3bYsWMHfvzxR4wdOxZr165VOVfK19rHxwe6urp49uwZ7O3tER0djWHDhsHHxwfbtm1TK1tKHTt2xPHjxzFp0iQ4OjoiNDQUv/zyC7p3747WrVurle3v7690PTIyEj169MA///wD4H2T+vXXX6v1HJrELS+FXPny5bF+/XqMHTsWCxcuhIODA8LDw3H48GH89ddfaNeuHS5evIgbN27kO1uqmbABaYcd5/RrMjIyErGxsWrNvpvTDMphYWHYtWsX4uPjVc79WFJSEpYsWYJDhw5hz549au8KlHJIqVxn9q1YsaLapxLIiZQzP0tJyqHSNjY28Pf3hxBC8TkSEhKCWrVqqTXLu5SvtZWVFW7duqU0oik0NBRffvml2iM5P7W168yZM3j37h3atWun0hYvFxcXHDlyBJUqVVIsCwoKQsuWLfH06VOVa85JeHi44u8JFL6TDXLLSyEXFRUFZ2dndOjQAcuXL8fXX3+NChUqYNy4cWjcuDF69uypcrZUM2ED0g47zvo1mSU5ORnbt2/H+PHj1cr9eNdOcnIyTp06BT8/P7VyP1aiRAlMnjwZmZmZGDFihNonxZJySKlcZ/Z1c3PD1atXlQ401gQpZ36WkpRDpYsXL644CDjLkSNH1D4rq5SvtYuLC06cOIGhQ4cqlp08eVKtYe5ZPv58+piBgUGezwD9sfT0dISEhCg1L48fP5bsOK5CvV4X2LgmUskvv/wiNmzYIGrWrCn27dsn1q5dK6ZMmSK6desm3N3dha6urmjTpo1K2VLNhC2EtMOOQ0NDs10OHz4sLC0t1c7+2N27d0WZMmU0niuEEJcuXZIsW1PkOrPvvHnzhLm5uRg8eLBYvny5xmZgl3LmZylJOVR6wYIFws7OTty7d08UK1ZM2NvbC0tLS3Hu3Dm1cqV8rS9evCjMzMxEy5YtxfDhw0XLli2Fqamp+Oeff9TOltLKlSuFkZGR6Ny5sxgxYoRo3769KF68uPjzzz81/lxv374V06ZNU1wvbEPeudtIBqKjo3H16lVcvnwZNWvWhIWFBV6+fImTJ09CCIFffvlFpWF5Us2EnUWqYcc5HVirr6+PHj16YNOmTSrn5nQw3Js3b1C6dGncu3dP5Vw5k+vMvrnNxi40MAO7VDM/S03KodKHDx9GnTp1sGfPHjg5OaFhw4YwMjJSO1fK1zoyMhKbN29WzDXm5eUli8kZ/f39cfDgQURHR8PBwQFdu3ZF5cqVJX/e5ORkeHt753lItdTYvEgsNTUVERERCAsLQ3h4+Gc3KX5KZmYmHj58iDdv3sDCwgIuLi4a+YCg96/tuXPnso1iKFasGKpXr87Xmegz5DRDc07Ht2WZPn16AVZCquIxLxpy4MABRYOS9d/w8HBER0dDT08PdnZ2sLe3z1fz0rFjR0yfPh2enp4A3h+7kNtEbT///DOMjY3VPu7jvyo4OBiLFy9Gr1691D4Ve06knGm2oGeslgMpZmiWMrcgSHVaBClnaJZKbse31ahRQ5Lnk8NM7HLD5kVDRo4cicjISMUHW7169eDl5YWvv/4adevWVWlEybx589CrVy9069YNEydOzHZwLfD+TLO+vr5wcXFRa0bl/7py5cph37592LRpEzp37oxBgwZp9OyjUs40K/WM1XJUtmxZHDx4EEOHDoWjoyNCQkKwZs0a9O7dW/FjQBVSzPxcEKQ8LYKUMzRLJaez/d67dw99+vRROzunczp9OBO7tbV1tsEMlH/cbaRBKSkpePLkCYKDg/H48WM8fvwYDx8+xLlz52BkZAQ3NzfcvHkzX5mpqalYsGABNm7ciDJlyqBMmTIwMTHBy5cvcf36dVhbW2PmzJmFavy93GVkZGDt2rU4evQohg8fjpYtW6qdKeVMs1LOWC1XlSpVwoYNG5TOf3T16lX0798fDx8+1MhzaHrmZylJeVoEKWdolkpux7c5ODioPcQ+t1P4f2jRokUYO3ZsvrM/dVqED6lyWoRPnQAvJCQECQkJqFatmtqnutAUbnnRkLt37yI4OBjBwcGKBiYkJATx8fGoUaMGypQpAzc3t3znGhgYYNq0aZg2bRru3r2L8PBwJCQkwNbWFn5+fpwuQAJ6enrw9vbGwIED8ccff2D16tUYM2ZMof2CknLGarl68+ZNjkOD4+Li1M6WauZnKUl5WgQ5ztC8fv16pevJycnYuHGjWlvlsuR0GoEPZ2K/cOECunfvrlLz8rnTIqjj49fkY0ZGRp+cmqXAFfj4piJKT09P6OjoCF1dXcVMnJMnTxbr1q0Tx44dE4GBgeLly5faLpNU8O7dOzF37lzRq1cvcf36dZUypJxpVsoZq+VqxowZomTJkmLcuHFi/vz5YtSoUcLKykrMnj1brVwpZ36WkpSnRZByhmapnD17Nttl9erVwtTUVJLn+3CY8fPnz0WJEiUkeZ7/Eu420pAPRxV9eMk6gPfp06dITU0tNGcnpPyLj4/HokWLEBkZiRUrVuTrsVLONAtIN2O1nB04cAD79+9XDCnVxCnUpZ75WSpSnxZBqhmapZLTVvBixYqhe/fumD17tsafT3wwE3tQUBC2bNkiyfP8l7B5KUDPnz9HqVKltF0GqSkjI0PlieGEEIrZwQv12SuJSC1ChrNsy8l/cxylBNLT0/Hzzz+jfPnyMDIyQvny5TFr1iyl/e7/pcbl3bt3+Pbbb+Hh4YG7d+8CeH/MwdKlSzFmzBjs2bNHyxVml56ejtWrVysOSDt//jyOHTuW7X6qNC7JyckYM2YMTE1NYW9vDxMTE4wePRopKSlq1920aVM0adIkxwsRgGxbhD+8qEtPTw+6urq5XrJuzy83Nze4urp+8iLlMSCqSkhIwNChQ2FsbAx7e3uUKFECgwcPRkJCgtrZWd8zFSpUyPV7RlWf+jsWRjxgV0OmTZuGO3fu4KeffsLQoUMxceJE/PLLL0hISCjUs+9KZfz48bh27RomTpwIR0dHAMCwYcNw5MgRdOrUCVOmTMGDBw8wbdo0LVf6/6ScQXnSpEm4desWTp48qRjOPH78eEyYMEHtIe4fnjsoLi4OZ8+exaVLl/D999+rlUtFh5Szmn84+iQuLg7nzp3DsmXLsHjxYlSoUEHl3N9++03p+suXLzFu3Dhs2bIFwPsfSJoY2qxpUs2yDfz/98ysWbM0/j3zqb9jYcTdRhri4OCAf/75BwYGBoqhiEFBQWjevPl/criqra0tTp8+japVqwIAAgMDUaNGDVy6dAl16tTB/fv30bRp00I1E6+UMyjb2Njg0qVLKF++vGLZo0ePUL9+fbx8+VLd0rNZtmwZzp07V2jPsyG1T51B9UP/xbOpanpW85ycOnUKU6ZMwfXr1zWWmdMsx5aWloVuklCpZtkGCv57Roq/o6Zwy4uGZGZmIi0tDQYGBopljx49+s8OV83aXJxlypQpaNOmjWKW37i4uEK3H1jKGZRLliyJoKAgpeYlKChIsqHubdq0wbfffitJthxoYndIUaXpWc1zYmJiovb5UnLy8WdGYfztLdUs20DBf89I9XfUBDYvGjJw4EB069YN+/btQ1JSEurVqwd/f3+1JgqUs+7du2PAgAEYM2YMTp06hYsXL+Lq1asA3p85eMGCBRg2bJiWq1TWqlUrdO7cGcD7+jMzM9G2bVuNbJqeO3cu+vfvj969e8PNzQ3BwcHYtm2bRiY5+3grQ2pqKv766y+lk9b91+R0BlVS1qhRI6xZs0btnI+nTEhNTYW/vz+++eYbtbM/ZGRkhHbt2mk0Uwrjx49Hhw4dcPr0aSQmJsLBwQEpKSnYv3+/2tlSfs8U1N9RU7jbSEOEEPjjjz/QpUsXLF26FI6OjmjTpg2cnZ21XZpWpKSk4KeffsLRo0dhaWmJOXPmoFatWgCAlStX4osvvkD79u21XKUyqWdQDggIwKpVqxTDmb29vTXSYAwePFjpuo6ODhwdHTFy5EiULFlS7XyiT9m0aZPSl17W+te4cWNJn/fdu3do3bo1zp8/L+nzqEKqWbY//J5ZsmQJnJycNPY98/EPqYL6O6qKzQtRAeLwSaL84XumYIWEhODFixdwcHBQOmtyYVM4x0DJkFTDBeUqL0PHCxspa3737p1iAjt7e3sYGRlh2LBhePfunQYqJ9IeqYbYSjnkWEr37t3DV199hcuXL+P58+cYPHgwevfurZHjsM6dO5frRV1BQUGoXr06ypYti2bNmsHV1RWenp549OiR2tlS+O98m0ps0qRJaNCgAU6ePIkHDx7g2LFjqFu3LmbMmIHQ0FCEhISoPQGanEybNg0XL17ETz/9BH19fUycOBEbN24sVEOjPyZlzRMmTEBQUBDOnTuH6OhonDt3Dvfu3cP48eM1UDmR9mR9toWGhiIwMBBLlixBxYoVczxHUn6MHTsWaWlpOHHiBMzMzPDXX3/h3r17Ks0JVJB8fHxQp04dVK1aFb6+voiNjUVGRgYGDRqkdvagQYMUl169eqFJkybo1auX0ukSVDV48GA0bNgQb9++RUJCAl69eoVatWphwIABamdLgbuNNMTBwQEXL15UOu20pobHyZEch45LWbONjQ2uXLmCsmXLKpYFBwejTp06/8n1Q2qfGio9ffp0pKamws/P7z85VLogaGKIrZRDjqVkamqKe/fuwcnJCfb29ggMDERmZibKli2r8a1GO3fuxJw5c7B3716VJv79kJWVFW7fvq20qyg8PBxVqlRBfHy8uqVqHLe8aIixsTH++ecfpWUnT56UbC6bwi5rSN+HCvvQcSlrNjc3x9OnT5WWhYWFwcTERO1syu5zZ5TNzMzkcGoJaWKIbdaQ4w9pasixlCwsLBAQEICjR4+iZMmSsLW1xcGDByU5w3qPHj0wfPhw+Pj4qJ3VvXt3zJ8/H4mJiQDez+U2e/bsbAMCCo2Cmf+x6Pvrr7+EsbGx8PDwEG3bthVVq1YVJiYm4vDhw9ouTSsmT54sKlWqJP79919haGgo6tatKwwNDcXOnTu1XVqupKx53bp1wtzcXIwdO1YIIcSxY8eEsbGxWLFihdrZRNrUpEkT0bhxY8Wlfv36okSJEsLLy0ut3AULFgg7Oztx7949UaxYMWFvby8sLS3FuXPnNFS5NFasWCH09PSEvr6+2Lp1q0hJSRGlSpUShw4dkuT5bt26JRo1aqR2jrOzs9DV1RUGBgbCwcFBFCtWTOjq6gpXV1fh4uKiuBQW3G2kQZGRkThx4oRiFtvWrVtLdhKywk5IOKRPKlLXfPXqVQQGBmLo0KEIDw/H27dvUb16dY1kE2mLlENspRpyLLWXL19CR0dHVp//eR1y3rBhQ4kryRs2L0REpLbo6GiEh4fD0dER9vb2Gst9/vw5nj59itKlS8t2ctu0tDQsWrRIFme9lsvrzWNeSBLbt2+HjY0NXF1dcfr0acTGxuLbb79V7E8tjKSsefv27ShZsqSsXg+527FjB1q1aoXKlSujVatW2LZtm7ZL+r/27j2oivp/A/hzOCpyEciUoyByQDBFEJQSFRLDFCkZptQxGK+gqV281WhmGJWMSlQ2eU0rNUxDQg0sSUJQAfGaihQpdxARxwsGCAL7+6Nhf54voIfgsCw8r5kzup9d9jxnR/DN7n723SHduXMHfn5+sLCwgKenJywsLODr64u7d++2aL+lpaWYMGEC1Go1Ro4ciX79+mHcuHEt7jMmhcrKSqxcuVLqGI8lt+PNMy+kE5aWlli1ahUMDAywfv16nD9/HmPHjoWtrS327dsndbxG6TKzHI+HnH355ZcICwvDkiVLoFarkZ2djQ0bNmDFihVYsmSJ1PE6FH9/fzx48ABbtmxBnz59UFJSgvnz58PAwKBFBePkyZMxcOBAvP7663B1dUVqaiqWL18OpVKJ6OjoVvwErevevXvYtGkTsrKyxI7d1dXV2LdvH2bOnAkA+O6776SM2Ci5HW8WL6QTFhYWSE1NhbW1Nezs7JCQkAA9PT0MGTIE9+7dkzpeo3SZWY7HQ8769++PvXv3wt3dXRxLTk5GQEAAZxm1sp49e+L8+fNQq9XiWG5uLoYPH47bt2//5/2amZnhzz//xMOHD8Wp0oWFhXBychI7S7dHPj4+qK6uxpgxY8QnAj948ADr1q1DSEgIAGD16tUSJmyc3I43GzOSTsyZMwehoaHYtm0bRo8ejWPHjsHOzg49evSQOlqTdJlZjsdDzqqqqvD0009rjPXu3ZtPNNYBtVqNo0ePYt68eeJYfHw8bGxsWrTfXr164cqVK2In9vLycmzevBn29vYt2q+uJSYmIicnR+O+n/v372P9+vXtsmipJ7vjLdU0J+rYhg4dKujp6Ql9+vQRnn76acHQ0FAwMDAQtmzZInW0JukysxyPh5wtW7ZMcHFxESIiIgRBEIQLFy4IDg4OwsKFCyVO1vEkJycLJiYmwoQJE4QFCxYI48ePF3r06CGcOHGiRfuNiIgQDA0NhcuXLwtdunQRlEqlYG9vL6Snp7dSct2wsrISUlJSNMYqKioEHx8fiRJpR27Hm5eNSCc2bNiAYcOGiadNlUolBgwY0KqzEFqbLjPL8XjIWW1tLT777DNcvXoV27dvx9mzZ5GSkoI333wTSqVS6ngdTnFxMSIiIsSO6TNmzEDfvn1bvN/09HRYW1sjNTUV/fv3x6BBg1ohrW4VFRXB2NgYpqamUkdpNjkdbxYvRETULlVUVCAtLU3scuzm5gZ9fX2pY1E7wHteSCce1+XU09OzDZNoT46ZiTqqkydPYurUqaipqYFKpUJxcTEMDAzw008/wc3NTep4TXpSX632Sm65WbyQTjzaQbWyshIlJSVQqVTo3r07cnJyJEzWNDlmJuqoFixYgEWLFonPR6mrq8OaNWvw+uuv4+LFixKna9qjs9nKy8sRExODIUOGwNHRUcJUTya33LxsRG2iNbuftpXWzOzl5QVtvtWOHTvWovchamu2trZa/dtu7i8A5ubmOHv2rEaX47y8PDg7O7f4AXhtqaCgAJMmTUJYWBi8vb2ljqO19p6bxQu1ma1bt+LAgQOIi4uTOorWWivz//Z/aUr9Q6yI5EJXPXFWr16N9PR0rF+/HtbW1sjKysKKFSvg4eGB5cuX/5eokomOjsYnn3yCCxcuSB2lWdpzbhYv1GYuXLiApUuXIjExUeooWpNjZqKO4NFZYYIgiDP1Hl0WBEF8im17lpOTgx07diA0NFTqKM3SnnOzeCEionYnPz9fq+0evaxEnQeLF9IpQRBQWlqK3r17a/zm1J7JMTOR1HTVVVqOamtrkZaWJnZndnNz4/OFWhm7SpNOVFRUYOHChTA2Nkbfvn1haGiI+fPnt+vHs8sxM5HU7t69q5Ou0nKVlZUFJycnTJs2Df7+/vDy8oKjoyOysrKkjvZYL7zwgqy63LN4IZ1YtmwZMjIykJiYiBs3biApKQlXrlzB0qVLpY7WJDlmJpLawoULoaenh6KiIlRUVKC4uBhKpRILFy6UOpok5s+fjzfeeAMpKSkwNTXFrVu34OnpiQULFkgd7bFeeeUVdO3aVeoYWuNlI9KJXr164dSpU7CzsxPHsrKy4Obmhlu3bkmYrGlyzEwkNV11lZYrExMTXL16FVVVVRrdmR0dHTvt2Shd4JkX0glTU1MUFhZqjOXl5cHY2FiiRE8mx8xEUqvvKv2o1ugqLVdqtRoJCQni8l9//YVVq1bB1dVVwlQdUBs2gaRO5LvvvhNMTU2FxYsXC4IgCHFxcYKRkZGwdetWaYM9hhwzE0lNV12l5SouLk4wMDAQLl68KCiVSkFPT0948cUXhaKiIqmjdSi8bEQ6k5aWhkuXLmHevHnIz8/HnTt34OzsLHWsx5JjZiKp3bhxA99//32rd5WWq9u3b8PIyAh5eXno168fDA0NpY7U4bB4ISKiZquqqkJ+fj7s7e2ljtKu1NTU4MiRI+jRowc8PT3F1glyeOxCWVkZDh8+jIKCAlhZWeHll1+GiYmJ1LEaxeKFdEJX/U50SY6ZiaQSGBiI3377DZMnT0ZkZCSCg4ORmZmJa9euwcXFBcuXL4epqanUMdvc9OnTERcXB0EQEBQUhHfeeQcuLi7Yv38/3N3dpY7XpIsXL2LixIno2bMn1Go1cnJycPv2bfz6668YNmyY1PEaYPFCOvFov5OysjIkJSVh//79+PTTT6FSqcR1ze13oktyzEwkFZVKhaSkJIwaNQqRkZGYNm0aXn31VYwcORKxsbGorq7GL7/8InXMNmdiYoJz586hZ8+eGDRoEIqKihAeHo6oqCicP39e6nhNGj16NPz8/LBixQpxbO3atYiJiUFKSoqEyRrH4oXaTGRkJL7++mvEx8dLHUVrcsxM1Ba6deuGkpISWFhYID09HQ4ODqisrISenh4KCgrg5OTUKacGOzs7Y/PmzXB3d8fIkSOxceNG9O/fHzY2Nu36IXCmpqbIyMiApaWlOFZcXIyBAwfi/v37EiZrXBepA1Dn4ejoiNTUVKljNIscMxO1hd69e+PGjRuoqamBra0tRo8eDW9vbzz33HM4evQofH19pY4oidmzZ2Pu3Ln4/PPPYWVlhW3btsHMzAxOTk5SR3ssV1dXfPXVVwgODoaRkRHu3buHsLAwuLi4SB2tUTzzQjoRGBiocf9IdXU1EhIS4OrqitjYWAmTNU2OmYmk8vbbbyMhIQEqlQoJCQl48OABtm/fjoyMDAwcOBCxsbH4/fffpY7Z5vT19WFhYSHeoKtUKvHMM88gPDwcgwYNkjhd0/7++2+88sor0NPTw+XLl7F//36sXbsWERERcHBwkDpeAyxeSCc+/vhjjWWFQgErKyv4+/tDX19folSPJ8fMRFKprq7G0aNH4e7uDjMzM411paWlWLRoEfbu3StNOAnVN3WVq5s3b8Lc3FzqGE/E4oWIiFrdyZMn4eHhIXWMNufl5dXkrMVjx461cZrmKS8vR2xsrNgd3NfXF0ZGRlLHahSLFyIiajZfX19s3LgR1tbW4lhqaioiIyMRFRWF8vLyTtnbaPfu3RrLDx48wL59+6BWq/Htt99KlOrJrly5Am9vb/To0QM2NjbIyclBWVkZ4uLi4OjoKHW8Bli8EBFRsz311FOIjo6GsbExfvzxR0RFRaGqqgp+fn6YPHkyvLy8oFQqpY7Z5vLy8hqMZWRkYNasWbh586YEibTj4eEBb29vBAcHi2Nr1qxBXFwcTpw4IWGyxrF4ISKiZouKisI777yDwsJCmJiY4NNPP0VQUJAsniSrS0qlEoIgaBwHQRDg7++PPXv2SJjs8czMzHDp0iX0799fHGvPU97ZVZqIiJptypQpyMvLw/HjxzFjxgwEBwfD0dERH3zwAc6cOSN1PMnU1tairq4OtbW1qK2tRWVlJTZu3Njub/p3d3dHaGgoqqqqAPzb/iE0NLTd3rfEMy9ERNRigiAgMTERP/74I6Kjo9G9e3fk5+dLHavNffTRRw3G8vPzsX//fpSVlUmQSDvFxcXw8/NDZmYmLCwscP36dQwcOBCHDh2ChYWF1PEaYPFCREStqq6uDvHx8ZgwYYLUUdpcYGBgg7GuXbvC19cXkyZNkiBR85w5cwZ5eXmwsrLCiBEj2u1lQBYvREREnZzcpnizPQAREVEnN3v2bI3lR6d4t0csXoiIiDo5T0/PBmNWVlaYNWuWBGmejMULERFRJ2dra9vkFO/2iFOliYiIOjm5TfHmDbtERESdnNymePOyERERUSfXWFuDrl274ocffpAgzZPxzAsRERHJCu95ISIiIllh8UJERESywuKFiIiIZIXFCxF1WPn5+fj2229RU1Pzn/eRlpaGwsLCVkxFRC3F4oWIOqzQ0FAcOnQISqVSq+3rp4b6+flh7969AICVK1di586dOkxJRM3F4oWItBISEgKFQoGYmBgAwObNm6FQKP7zf+w7d+7E2LFjWy/g/zh16hS++eYbnDp1CjY2NlCr1eLL1tYWly5dEre9du0aTExM4OPjgwULFmDcuHEYPHgwqqqqkJaWhpkzZ+osJxE1H4sXImqWjIwMAMCVK1ckTtK04uJiBAQEYO/evSgpKUFubq74cnR0hLe3N4YOHSpub2dnh9LSUhw+fBi9e/fGokWL4OLiguPHj6O2thbDhw9Hr1690KtXL3Tt2hXBwcESfjoiYvFCRFpTKpVi0ZKenq715Zi2dO3aNXh5eWHq1Kk4e/Ys3n33XdQ/zmrTpk3IzMxEeHi4xtfU1NRAoVCI29XV1eHhw4f4/vvvsW7dOty6dUt8mZub46WXXmrzz0VE/4/FCxFp7dlnnxWLl7/++guurq4AgOTkZAwbNgyGhoYYMWKEeHYGAOLj4+Hg4ABDQ0OMHj0a165d09jn9u3boVKpoFKpEB0dDaDhJaXc3FyxYVxISAh8fHzg6ekJU1NTvPbaaxqPLz9+/Djc3Nywbt06zJo1C9HR0Zg5cyYiIiKwatUqREVFwcjISCPDnj17MGDAAAwZMgRXr16FsbExpkyZgqioKAQEBCApKQlTp05FYWEh9PX14ebm1noHlYiajcULEWnN3t4eubm5uH79OszMzGBgYIC6ujpMmTIFr776KrKzszFmzBi8++674tdMnz4dc+bMQWZmJhwcHDQuuaSnpyM6OhrJycmYM2cOlixZolWOI0eOICgoCGfPnkVubq7GPgMDA7Fz504oFAo4ODggKSkJsbGxeOutt/Dzzz/D2dm5wf5mzZqFgoICWFlZwd7eHv/88w8OHDiA9PR0mJubo66uDmVlZejXrx+ys7Ohp8cfnURS4ncgEWlNqVTCxsYGMTExGveMXLhwAcuXL0dBQQHu3r2LzMxMcZ2BgQEePnyInj174uuvv8auXbvEdeXl5di1axfs7OwQGBiIgoICrXK4u7tj5syZsLe3x4oVK3Do0KFGt0tJSUFAQAAsLCyQmpqKMWPGNLnPy5cvo7KyEuXl5XBzc0NFRQXi4+Oxe/duKBQKKBQKXLp0CQcPHtQqIxHpDosXImqWoUOHIjIyUixe9PT08MUXX8DS0hJvvvkm7ty5g9raWnH7iIgIHDt2DJaWlnjhhReQnp4urhs8eDDMzc0BAN26dWvyPSsqKjSWraysxL9bWlqipKREXL59+zZ27tyJ559/HuPGjUNBQQHKy8vh4+MjzjYyNzfHiBEjNPYZHh6O2bNnw8jICGPGjMGRI0ewYcMG1NXViduUl5cjMDBQ4/2IqO2xeCGiZhk6dCgSEhI0zrzs2LEDGRkZOH36NIKCgsTxiooK1NTU4OjRo7h16xY8PDwwe/Zscb2JiUmj76FQKDSKhnPnzmmsz83NFf9eUFCAPn36AACys7Ph4uKChIQEeHh4wM3NTWOmUf1r8+bNMDAwEPdx/PhxnDx5EtOnTwfwbyFjaWmJ0tJS+Pv7i9uNGjUK48ePR0hIiPYHjIhaHYsXImqW+qKl/s/79+8DAO7evYvk5GQsW7ZMnLVTU1MDb29v7NmzBzdv3oQgCFo97dbS0hIZGRkoKytDaWkpwsLCNNafOnUKu3btwtWrV7F+/XpMnjwZAGBra4v8/Hzs3r0bnp6ej32P+huAgX+LoY0bN4pnfxQKBT755BMEBQVBX19f4+tWr16NmJiYBmeDiKjtdJE6ABHJi7OzM0xMTKBWqwEA3bt3x8SJEzF8+HDY2Nhg3rx5eO+991BSUgKVSoWIiAgEBwdj7ty5sLOzw9atW5/4Hl5eXpgwYQKcnJygUqnw/vvvIyAgQFzv6+uLHTt24K233sKkSZPw4YcfNrqf1NRU9OvXr8F4ZWUlHB0dxeX6h9BlZ2eLY2vXroVKpUJZWRmKiorQpcu/Py7rZyQ9euaGiNqWQqj/FYmISAZCQkKQm5v7xCf7Hjx4EBs2bEBiYmKDdVFRUQgLC8Pp06c1xv/44w/4+fkhLy9PHFu8eDF27dqF8PBwzJ07tzU+AhG1EIsXIpIVbYuX2tpaVFdXt/gMSVVVFbp166ZxmYmIpMXihYiIiGSFN+wSERGRrLB4ISIiIllh8UJERESywuKFiIiIZIXFCxEREckKixciIiKSFRYvREREJCssXoiIiEhWWLwQERGRrPwf0OWiVjv9RLsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/m-a_edges.csv\", delimiter=\"\\t\")\n",
    "li = df.groupby('source') #分组\n",
    "\n",
    "mashupApiCount = []\n",
    "for key,values in li:\n",
    "    mashupApiCount.append([key,len(values.values)])\n",
    "\n",
    "mashupApiCount.sort(key=lambda x:x[1],reverse=True) #排序\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "\n",
    "csv_file = open(\"./first/每个mash包含WebApi个数.csv\", \"w\", encoding='utf-8-sig', newline='')\n",
    "write = csv.writer(csv_file,delimiter='\\t')\n",
    "write.writerow([\"mash名称\",\"包含WebApi个数\"])\n",
    "\n",
    "for i,item in enumerate(mashupApiCount):\n",
    "    if i<20:\n",
    "        plt.bar(item[0],item[1])\n",
    "    write.writerow([item[0],item[1]])\n",
    "f1 = pd.read_csv(\"./first/每个mash包含WebApi个数.csv\", delimiter=\"\\t\")\n",
    "print(f1.head(10))\n",
    "plt.title(\"Mashup包含Web Api个数(包含Web Api最多的20个Mashup)\")\n",
    "plt.xlabel(\"Mashup名称\")\n",
    "plt.ylabel(\"WebApi个数\")\n",
    "plt.xticks(rotation=-90)\n",
    "plt.savefig(\"./first/每个mash包含WebApi个数.png\",bbox_inches='tight')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#### 1.2 Web API被使用的次数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                               url  WebApi使用次数\n",
      "0                 /api/google-maps        1984\n",
      "1                     /api/twitter         671\n",
      "2                     /api/youtube         562\n",
      "3                      /api/flickr         474\n",
      "4                    /api/facebook         381\n",
      "5                      /api/twilio         311\n",
      "6  /api/amazon-product-advertising         304\n",
      "7                      /api/lastfm         181\n",
      "8                        /api/ebay         174\n",
      "9                  /api/twilio-sms         156\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "li = df['target'].value_counts()\n",
    "WebApiUseCount = list(li.items())\n",
    "\n",
    "WebApiUseCount.sort(key=lambda x:x[1],reverse=True)\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "\n",
    "csv_file = open(\"./first/WebApi使用次数.csv\", \"w\", encoding='utf-8-sig', newline='')\n",
    "write = csv.writer(csv_file,delimiter='\\t')\n",
    "write.writerow([\"url\",\"WebApi使用次数\"])\n",
    "\n",
    "for i,item in enumerate(WebApiUseCount):\n",
    "    if i<20:\n",
    "        plt.bar(item[0],item[1])\n",
    "    write.writerow([item[0],item[1]])\n",
    "f1 = pd.read_csv(\"./first/WebApi使用次数.csv\", delimiter=\"\\t\")\n",
    "print(f1.head(10))\n",
    "plt.title(\"WebApi使用次数(使用次数最多的20个Api)\")\n",
    "plt.xlabel(\"url\")\n",
    "plt.ylabel(\"WebApi使用次数\")\n",
    "plt.xticks(rotation=-90)\n",
    "plt.savefig(\"./first/WebApi使用次数.png\",bbox_inches='tight')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#### 1.3 Web API提供商发布Web API的个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              provider     次数\n",
      "0          twitter.com  11268\n",
      "1           github.com   1005\n",
      "2           google.com    687\n",
      "3  programmableweb.com    293\n",
      "4    stackoverflow.com    221\n",
      "5          mashape.com    221\n",
      "6         intrinio.com    195\n",
      "7            apiary.io    188\n",
      "8          zendesk.com    145\n",
      "9        microsoft.com    137\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Dic = dict()\n",
    "def solve(path):\n",
    "    with open(path,\"r\") as f:\n",
    "        li = json.load(f)\n",
    "        for dic in li:\n",
    "            from_api = dic[\"from_api\"]\n",
    "            url = from_api[\"url\"]\n",
    "            visit_status = dic[\"visit_status\"]\n",
    "            for visit_statu in visit_status:\n",
    "                visit_url = str(visit_statu['visit_url'])\n",
    "                visit_url = visit_url.strip()\n",
    "                try:\n",
    "                    result = get_tld(visit_url, as_object=True,fix_protocol=True).fld\n",
    "                    if result in Dic:\n",
    "                        Dic[result].add(url)\n",
    "                    else:\n",
    "                        Dic[result]=set()\n",
    "                        Dic[result].add(url)\n",
    "                except Exception as e:\n",
    "                    pass\n",
    "for root, dirs, files in os.walk(\"./data/raw/accessibility/api_accessibility\"):\n",
    "    for file in files:\n",
    "        solve(os.path.join(root, file))\n",
    "dic = {}\n",
    "for it in Dic:\n",
    "    dic[it]=len(Dic[it])\n",
    "providerApi = list(dic.items())\n",
    "\n",
    "providerApi.sort(key=lambda x:x[1],reverse=True)\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "with open(\"./first/Web API提供商发布Web API的个数.csv\", \"w\", encoding='utf-8-sig', newline='') as csv_file:\n",
    "    write = csv.writer(csv_file, delimiter=\"\\t\")\n",
    "    write.writerow([\"provider\", \"次数\"])\n",
    "    for i, it in enumerate(providerApi):\n",
    "        if i<20:\n",
    "            plt.bar(it[0],it[1])\n",
    "        write.writerow([it[0], it[1]])\n",
    "f1 = pd.read_csv(\"./first/Web API提供商发布Web API的个数.csv\", delimiter=\"\\t\")\n",
    "print(f1.head(10))\n",
    "plt.title(\"Web API提供商发布Web API的个数(发布Api最多的20个提供商)\")\n",
    "plt.xlabel(\"提供商\")\n",
    "plt.ylabel(\"提供商发布WebApi个数\")\n",
    "plt.xticks(rotation=-90)\n",
    "plt.savefig(\"./first/Web API提供商发布Web API的个数.png\",bbox_inches='tight')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 2. 从需求关键词视角，分析在不同标注Tag或者Category类别中， 编程开发人员的组合需求（Mashup）与该需求所调用的服务（Web API）的关联情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "csv_file = open(\"./second/MashupandWebapi.csv\", \"w\", encoding='utf-8-sig', newline='')\n",
    "write = csv.writer(csv_file,delimiter='\\t')\n",
    "write.writerow([\"categories\", \"title\",\"url\"])\n",
    "df1 = pd.read_csv(\"data/mashup_nodes_estimator.csv\", delimiter=\"\\t\")\n",
    "group = df1.groupby('c')\n",
    "for key, df2 in group:\n",
    "    dic = {}\n",
    "    for name in df2['name']:\n",
    "        for it in df[df['source'] == name]['target'].values:\n",
    "            write.writerow([key,name, it])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 3. 从非功能视角（例如API之间的兼容性，Web API不同的服务接口协议REST、RPC），对于相同标注下的Web API，非功能不同对于参与服务组合的情况统计。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "edge = {}\n",
    "def getedge(path):\n",
    "    with open(path,\"r\") as f:\n",
    "        data = json.load(f)\n",
    "        for dic in data:\n",
    "            if dic==None:\n",
    "                continue\n",
    "            related_apis = dic['related_apis']\n",
    "            l = len(related_apis)\n",
    "            for i in range(l):\n",
    "                if related_apis[i]==None:\n",
    "                    continue\n",
    "                url1 = related_apis[i]['url']\n",
    "                if url1 not in edge.keys():\n",
    "                    edge[url1]={}\n",
    "                for j in range(i+1,l):\n",
    "                    if related_apis[j]==None:\n",
    "                        continue\n",
    "                    url2 = related_apis[j]['url']\n",
    "                    if url2 not in edge[url1].keys():\n",
    "                        edge[url1][url2]=0\n",
    "                    edge[url1][url2]+=1\n",
    "                    if url2 not in edge.keys():\n",
    "                        edge[url2]={}\n",
    "                    if url1 not in edge[url2].keys():\n",
    "                        edge[url2][url1]=0\n",
    "                    edge[url2][url1]+=1\n",
    "getedge(\"./data/raw/api_mashup/active_mashups_data.txt\")\n",
    "getedge(\"./data/raw/api_mashup/deadpool_mashups_data.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mx = 0\n",
    "flag1=0\n",
    "flag2=0\n",
    "for key,value in group1:\n",
    "    num = {}\n",
    "    for item in value.values:\n",
    "        if item[2] not in num.keys():\n",
    "            num[item[2]]=0\n",
    "        num[item[2]]+=1\n",
    "    li = list(num.items())\n",
    "    li.sort(key=lambda x:x[1],reverse=True)\n",
    "    li = li[:min(len(li),6)]\n",
    "    plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "    plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "    for it in li:\n",
    "        plt.bar(it[0],it[1])\n",
    "    plt.title(\"使用次数\")\n",
    "    plt.xlabel(\"WebAPI\")\n",
    "    plt.ylabel(key+\"-WebAPI使用次数统计\")\n",
    "    plt.xticks(rotation=-90)\n",
    "    plt.savefig(\"./third/\"+key+\"WebAPI使用次数统计.png\",bbox_inches='tight')\n",
    "    if flag1==0:\n",
    "        plt.show()\n",
    "        flag1=1\n",
    "    plt.close()\n",
    "    G = nx.Graph()\n",
    "    n = len(li)\n",
    "    for i in range(n):\n",
    "        for j in range(i+1,n):\n",
    "            u = li[i][0]\n",
    "            v = li[j][0]\n",
    "            if u in edge.keys() and v in edge[u].keys():\n",
    "                G.add_edge(u, v, weight=edge[u][v])\n",
    "    pos = nx.spring_layout(G)\n",
    "    labels = nx.get_edge_attributes(G, 'weight')\n",
    "    nx.draw(G, pos, with_labels=True)\n",
    "    nx.draw_networkx_edge_labels(G, pos, edge_labels=labels, font_weight='bold')\n",
    "    plt.savefig(\"./third/\"+key+\"-edge.png\",bbox_inches='tight')\n",
    "    if flag2==0:\n",
    "        plt.show()\n",
    "        flag2=1\n",
    "    plt.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
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   },
   "outputs": [],
   "source": []
  }
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